Measures of emotion: A review
Open accessAbstract
A consensual, componential model of emotions conceptualises them as experiential, physiological, and behavioural responses to personally meaningful stimuli. The present review examines this model in terms of whether different types of emotion-evocative stimuli are associated with discrete and invariant patterns of responding in each response system, how such responses are structured, and if such responses converge across different response systems. Across response systems, the bulk of the available evidence favours the idea that measures of emotional responding reflect dimensions rather than discrete states. In addition, experiential, physiological, and behavioural response systems are associated with unique sources of variance, which in turn limits the magnitude of convergence across measures. Accordingly, the authors suggest that there is no "gold standard" measure of emotional responding. Rather, experiential, physiological, and behavioural measures are all relevant to understanding emotion and cannot be assumed to be interchangeable.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Different discrete emotion categories are not distinguished by distinct patterns of peripheral physiology.
“Different discrete emotion categories are not distinguished by distinct patterns of peripheral physiology (Cacioppo et al. 2000; Mauss & Robinson 2009), facial muscle movements (Cacioppo et al. 2000; Russell, Bachorowski & Fernandez-Dols 2003), vocal acoustics (Bachorowski & Owren 1995; Barrett 2006a; Russell, Bachorowski & Fernandez-Dols 2003) or by subcortical circuits in the mammalian brain (”
From The brain basis of emotion: a meta-analytic review (2012) · cites this paper as Mauss & Robinson 2009
The Autonomic Measures of Emotion summary says that evidence for distinct autonomic signatures of discrete emotions has not fared well. But the same section reports that a small set of measures reliably distinguished particular emotion pairs and leaves open whether combinations of measures might show specificity. The claim's categorical wording therefore goes beyond the review. (LLM, conf=0.86)
Experimental — accuracy not yet measuredSelf-report instruments for emotional experiences have well-documented imprecision.
“An important reason to focus on the physiology of emotional experience and expression along with consideration of emotional language is the well-documented imprecision inherent in self-report instruments for such experiences (Harmon-Jones et al., 2016;Mauss and Robinson, 2009).”
From Physiological feelings (2019) · cites this paper as Mauss and Robinson, 2009
The Self-Report Measures of Emotion section documents biases in reports of past and trait emotions and possible limitations even in reports of current emotions. But it says validity varies by the type of report and by individual, so it does not establish imprecision as inherent in all self-report instruments. (LLM, conf=0.84)
Experimental — accuracy not yet measuredThe mind is made up of a constellation of agents that are, in principle, separable and rely on semi-independent circuits.
“Clinical cases like these, substantiated by abundant scientific evidence (e.g. [51–54]), teach us that our mind is made up of a constellation of agents that are, in principle, separable and rely on semi-independent circuits.”
From Multiple memory systems, multiple time points: How science can inform treatment to control the expression of unwanted emotional memories (2018) · cites this paper as [53]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Russell, J. A. (1980) · Journal of Personality and Social Psychology · doi:10.1037/h0077714 · Cited by 16,334 · see citing works
Lazarus, R. S. (1991) · doi:10.1093/oso/9780195069945.001.0001 · Cited by 12,691 · see citing works
The expression of the emotions in man and animals.
Darwin, C. D. (1872) · J. Murray eBooks · doi:10.1037/10001-000 · Cited by 12,120 · see citing works
LeDoux, J. E. (2000) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.23.1.155 · Cited by 8,444 · see citing works
Well-being : the foundations of hedonic psychology
Kahneman, D. J., Diener, E. F., & Schwarz, N. (1999) · Cited by 7,472 · see citing works
Ekman, P., & Friesen, W. V. (2019) · PsycTESTS Dataset · doi:10.1037/t27734-000 · Cited by 6,019 · see citing works
Constants across cultures in the face and emotion.
Ekman, P., & Friesen, W. V. (1971) · Journal of Personality and Social Psychology · doi:10.1037/h0030377 · Cited by 5,509 · see citing works
Handbook of Emotion Regulation
Lambert, K. G. (2007) · JAMA · doi:10.1001/jama.298.15.1808 · Cited by 4,900 · see citing works
(2001) · doi:10.1017/cbo9780511546396 · Cited by 4,482 · see citing works
Affective Neuroscience: The Foundations of Human and Animal Emotions
Panksepp, J. (1998) · doi:10.1093/oso/9780195096736.001.0001 · Cited by 4,428 · see citing works
The Emotional Brain: The Mysterious Underpinnings of Emotional Life
LeDoux, J. E. (2004) · Medical Entomology and Zoology · Cited by 4,212 · see citing works
Patterns of cognitive appraisal in emotion.
Smith, C. A., & Ellsworth, P. C. (1985) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.48.4.813 · Cited by 4,068 · see citing works
(1998) · Cited by 4,012 · see citing works
Handbook of self-regulation: research, theory, and applications
(2005) · Choice Reviews Online · doi:10.5860/choice.42-3719 · Cited by 3,644 · see citing works
The interaction of TIGIT with PVR and PVRL2 inhibits human NK cell cytotoxicity
Stanietsky, N., Simic, H., Arapovic, J., Toporik, A., Levy, O., Novik, A., Levine, Z., Beiman, M., Dassa, L., Achdout, H., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0903474106 · Cited by 3,524 · see citing works
Functional neuroanatomy of emotion: A meta-analysis of emotion activation studies in PET and fMRI
Phan, K. L., Wager, T., Taylor, S. F., & Liberzon, I. (2002) · NeuroImage · doi:10.1006/nimg.2002.1087 · Cited by 3,502 · see citing works
JAMES, W. (1884) · Mind · doi:10.1093/mind/os-ix.34.188 · Cited by 3,446 · see citing works
Handbook of emotion regulation
Gross, J. (2014) · Choice Reviews Online · doi:10.5860/choice.52-1127 · Cited by 3,280 · see citing works
Looking at pictures: Affective, facial, visceral, and behavioral reactions
LANG, P. J., GREENWALD, M. K., BRADLEY, M. M., & HAMM, A. O. (1993) · Psychophysiology · doi:10.1111/j.1469-8986.1993.tb03352.x · Cited by 3,190 · see citing works
Russell, J. A., & Barrett, L. F. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.5.805 · Cited by 3,121 · see citing works
The emotion probe. Studies of motivation and attention.
Lang, P. J. (1995) · American Psychologist · doi:10.1037/0003-066x.50.5.372 · Cited by 2,846 · see citing works
Handbook of Cognition and Emotion
Dalgleish, T., & Power, M. (1999) · Wiley eBooks · doi:10.1002/0470013494 · Cited by 2,789 · see citing works
The emotion probe: Studies of motivation and attention.
Lang, P. J. (1995) · American Psychologist · doi:10.1037//0003-066x.50.5.372 · Cited by 2,752 · see citing works
Autonomic nervous system activity distinguishes among emotions
Ekman, P., Levenson, R. W., & Friesen, W. V. (1983) · Science · doi:10.1126/science.6612338 · Cited by 2,692 · see citing works
Frijda, N. H. (1988) · American Psychologist · doi:10.1037//0003-066x.43.5.349 · Cited by 2,611 · see citing works
Toward machine emotional intelligence: analysis of affective physiological state
Picard, R. W., Vyzas, E., & Healey, J. (2001) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.954607 · Cited by 2,334 · see citing works
Acoustic profiles in vocal emotion expression.
Banse, R., & Scherer, K. R. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.70.3.614 · Cited by 2,253 · see citing works
James, W. (2005) · Williams & Wilkins eBooks · doi:10.1037/10735-001 · Cited by 2,221 · see citing works
Emotion, attention, and the startle reflex
Lang, P. J., Bradley, M. M., & Cuthbert, B. N. (1990) · Psychological Review · doi:10.1037/0033-295x.97.3.377 · Cited by 2,205 · see citing works
Ekman, P. (1999) · Handbook of Cognition and Emotion · doi:10.1002/0470013494.ch3 · Cited by 2,125 · see citing works
Watson, D., Wiese, D., Vaidya, J., & Tellegen, A. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.5.820 · Cited by 2,103 · see citing works
Vocal communication of emotion: A review of research paradigms
Scherer, K. (2003) · Speech Communication · doi:10.1016/s0167-6393(02)00084-5 · Cited by 2,044 · see citing works
Dale, A. M., & Sereno, M. I. (1993) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1993.5.2.162 · Cited by 2,003 · see citing works
Barrett, L. F. (2006) · Perspectives on Psychological Science · doi:10.1111/j.1745-6916.2006.00003.x · Cited by 1,859 · see citing works
Unconscious facial reactions to emotional facial expressions
Dimberg, U., Thunberg, M., & Elmehed, K. (2000) · Psychological Science · doi:10.1111/1467-9280.00221 · Cited by 1,788 · see citing works
Pan-cultural elements in facial displays of emotion
Ekman, P., Sorenson, E. R., & Friesen, W. V. (1969) · Science · doi:10.1126/science.164.3875.86 · Cited by 1,775 · see citing works
Solving the Emotion Paradox: Categorization and the Experience of Emotion
Barrett, L. F. (2006) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr1001_2 · Cited by 1,679 · see citing works
Russell, J. A. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.115.1.102 · Cited by 1,640 · see citing works
Approach-withdrawal and cerebral asymmetry: Emotional expression and brain physiology: I.
Davidson, R. J., Ekman, P., Saron, C. D., Senulis, J. A., & Friesen, W. V. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.58.2.330 · Cited by 1,638 · see citing works
Frijda, N. H. (1988) · American Psychologist · doi:10.1037/0003-066x.43.5.349 · Cited by 1,533 · see citing works
Motivated attention : affect, activation, and action
Lang, P. J., Bradley, M. M., & Cuthbert, B. N. (1997) · Medical Entomology and Zoology · Cited by 1,486 · see citing works
Young, P. T., & Arnold, M. B. (1963) · The American Journal of Psychology · doi:10.2307/1419805 · Cited by 1,437 · see citing works
Recognizing emotion from facial expressions: psychological and neurological mechanisms
Adolphs, R. (2002) · Behavioral and Cognitive Neuroscience Reviews · doi:10.1177/1534582302001001003 · Cited by 1,432 · see citing works
Integrative activity of the brain
Konorski, J. (1967) · Cited by 1,372 · see citing works
The Duchenne smile: Emotional expression and brain physiology: II.
Ekman, P., Davidson, R. J., & Friesen, W. V. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.58.2.342 · Cited by 1,371 · see citing works
Lesions of the human amygdala impair enhanced perception of emotionally salient events
Anderson, A. K., & Phelps, E. A. (2001) · Nature · doi:10.1038/35077083 · Cited by 1,335 · see citing works
Cognitive Neuroscience of Emotion
(1999) · doi:10.1093/oso/9780195118889.001.0001 · Cited by 1,288 · see citing works
The Expression of the Emotions in Man and Animals
Darwin, C. R., & Lorenz, K. Z. (1965) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226220802.001.0001 · Cited by 1,271 · see citing works
Prefrontal Brain Asymmetry: A Biological Substrate of the Behavioral Approach and Inhibition Systems
Sutton, S. K., & Davidson, R. J. (1997) · Psychological Science · doi:10.1111/j.1467-9280.1997.tb00413.x · Cited by 1,263 · see citing works
The Tie That Binds? Coherence Among Emotion Experience, Behavior, and Physiology.
Mauss, I. B., Levenson, R. W., McCarter, L., Wilhelm, F. H., & Gross, J. J. (2005) · Emotion · doi:10.1037/1528-3542.5.2.175 · Cited by 1,201 · cited 3× · see citing works
“These studies have found higher levels of convergence than prior studies, but the relevant correlations were still low to moderate in strength (e.g., Mauss et al., 2005).”
Self-citationEkman, P., & Oster, H. (1979) · Annual Review of Psychology · doi:10.1146/annurev.ps.30.020179.002523 · Cited by 1,197 · see citing works
(2000) · Medical Entomology and Zoology · Cited by 1,187 · see citing works
Wager, T. D., Phan, K. L., Liberzon, I., & Taylor, S. F. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00078-8 · Cited by 1,150 · see citing works
Functional neuroanatomy of emotions: A meta-analysis
MURPHY, F. C., NIMMO-SMITH, I., & LAWRENCE, A. D. (2003) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.3.3.207 · Cited by 1,135 · see citing works
(1967) · Medical Entomology and Zoology · Cited by 1,115 · see citing works
The Orienting Reflex in Humans
Kimmel, H. D., Olst, E. H., & Orlebeke, J. F. (2021) · Routledge eBooks · doi:10.4324/9781003171409 · Cited by 1,115 · see citing works
Can people feel happy and sad at the same time?
Larsen, J. T., McGraw, A. P., & Cacioppo, J. T. (2001) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.81.4.684 · Cited by 1,083 · see citing works
The Structure of Current Affect: Controversies and Emerging Consensus
Barrett, L. F., & Russell, J. A. (1999) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00003 · Cited by 974 · see citing works
Affective reactions to acoustic stimuli
Bradley, M. M., & Lang, P. J. (2000) · Psychophysiology · doi:10.1111/1469-8986.3720204 · Cited by 966 · see citing works
The psychophysiology of emotion.
Larsen, J. T., Berntson, G. G., Poehlmann, K. M., Ito, T. A., & Cacioppo, J. T. (1993) · Cited by 957 · see citing works
Facial Expressions of Emotion: New Findings, New Questions
Ekman, P. (1992) · Psychological Science · doi:10.1111/j.1467-9280.1992.tb00253.x · Cited by 918 · see citing works
Amygdala activity at encoding correlated with long-term, free recall of emotional information.
Cahill, L. F., Haier, R. J., Fallon, J., Alkire, M. T., Tang, C. Y., Keator, D., Wu, J. C., & McGaugh, J. L. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.15.8016 · Cited by 905 · see citing works
Mandler, G. (1975) · Medical Entomology and Zoology · Cited by 868 · see citing works
Paulhus, D. L., & John, O. P. (1998) · Journal of Personality · doi:10.1111/1467-6494.00041 · Cited by 853 · see citing works
Enhancement and denial in socially desirable responding.
Paulhus, D. L., & Reid, D. B. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.60.2.307 · Cited by 824 · see citing works
The illusion of mental health.
Shedler, J., Mayman, M., & Manis, M. (1993) · American Psychologist · doi:10.1037//0003-066x.48.11.1117 · Cited by 806 · see citing works
On the Dimensional and Hierarchical Structure of Affect
Tellegen, A., Watson, D., & Clark, L. A. (1999) · Psychological Science · doi:10.1111/1467-9280.00157 · Cited by 796 · see citing works
Lang, P. J., Simons, R. F., Balaban, M. T., & Simons, R. (2013) · Psychology Press eBooks · doi:10.4324/9780203726457 · Cited by 794 · see citing works
Fear, Vigilance, and Ambiguity
Whalen, P. J. (1998) · Current Directions in Psychological Science · doi:10.1111/1467-8721.ep10836912 · Cited by 790 · see citing works
The Emotional Brain: The Mysterious Underpinnings of Emotional Life
Evans, H. M. (2000) · Neuropsychoanalysis · doi:10.1080/15294145.2000.10773288 · Cited by 767 · see citing works
Larsen, J. T., Norris, C. J., & Cacioppo, J. T. (2003) · Psychophysiology · doi:10.1111/1469-8986.00078 · Cited by 766 · see citing works
Emotion and psychopathy: Startling new insights
Patrick, C. J. (1994) · Psychophysiology · doi:10.1111/j.1469-8986.1994.tb02440.x · Cited by 757 · see citing works
Embarrassment: its distinct form and appeasement functions
Keltner, D., & Buswell, B. N. (1997) · Psychological Bulletin · doi:10.1037/0033-2909.122.3.250 · Cited by 751 · see citing works
Fundamentals of nonverbal behavior
Feldman, R. S., & Rimé, B. (1991) · Medical Entomology and Zoology · Cited by 750 · see citing works
Psychological stress : issues in research
Appley, M. H., & Trumbull, R. (1967) · Appleton-Century-Crofts eBooks · Cited by 747 · see citing works
Evidence for universality and cultural variation of differential emotion response patterning.
Scherer, K. R., & Wallbott, H. G. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.66.2.310 · Cited by 745 · see citing works
Measuring Emotion: Behavior, Feeling, and Physiology
Bradley, M. M., & Lang, P. J. (1999) · doi:10.1093/oso/9780195118889.003.0011 · Cited by 740 · see citing works
Harmon‐Jones, E., & Allen, J. J. B. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.74.5.1310 · Cited by 712 · see citing works
Handbook of communication and emotion: research, theory, applications, and contexts
(1998) · Choice Reviews Online · doi:10.5860/choice.35-5367 · Cited by 707 · see citing works
The amygdala, reward and emotion
Murray, E. A. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.08.013 · Cited by 679 · see citing works
Bard, P. (1928) · American Journal of Physiology-Legacy Content · doi:10.1152/ajplegacy.1928.84.3.490 · Cited by 663 · see citing works
Proprioceptive determinants of emotional and nonemotional feelings.
Stepper, S., & Strack, F. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.64.2.211 · Cited by 632 · see citing works
Activation: A Neuropsychological Dimension
Malmo, R. B. (1979) · Springer eBooks · doi:10.1007/978-94-011-6214-2_3 · Cited by 631 · see citing works
Temporal Adjustments in the Evaluation of Events: The “Rosy View”
Mitchell, T. R., Thompson, L., Peterson, E., & Cronk, R. (1997) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1997.1333 · Cited by 626 · see citing works
Personality, mood, and cognitive processing of emotional information: Three conceptual frameworks.
Rusting, C. L. (1998) · Psychological Bulletin · doi:10.1037/0033-2909.124.2.165 · Cited by 618 · see citing works
Activation: A neuropsychological dimension.
Malmo, R. B. (1959) · Psychological Review · doi:10.1037/h0047858 · Cited by 616 · see citing works
Amygdala circuitry in attentional and representational processes.
Holland, P., & Gallagher, M. (1999) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(98)01271-6 · Cited by 613 · see citing works
The startle probe response: A new measure of emotion?
Vrana, S. R., Spence, E. L., & Lang, P. J. (1988) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.97.4.487 · Cited by 603 · see citing works
Schlosberg, H., & Duffy, E. A. (1964) · The American Journal of Psychology · doi:10.2307/1419291 · Cited by 591 · see citing works
(2004) · Cited by 582 · see citing works
Ehrlich, D. (1963) · Archives of General Psychiatry · doi:10.1001/archpsyc.1963.01720080101016 · Cited by 567 · see citing works
Sociality of solitary smiling: Potentiation by an implicit audience.
Fridlund, A. J. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.60.2.229 · Cited by 566 · see citing works
Cognitive Perspectives on Emotion and Motivation
Hamilton, V., Bower, G. H., & Frijda, N. H. (1988) · Springer eBooks · doi:10.1007/978-94-009-2792-6 · Cited by 563 · see citing works
The illusion of mental health.
Shedler, J., Mayman, M., & Manis, M. (1993) · American Psychologist · doi:10.1037/0003-066x.48.11.1117 · Cited by 563 · see citing works
(2017) · The SAGE Encyclopedia of Communication Research Methods · doi:10.4135/9781483381411.n178 · Cited by 559 · see citing works
Handbook of psychophysiology, 2nd ed.
Cacioppo, J. T., Tassinary, L. G., & Berntson, G. G. (2000) · Cited by 544 · see citing works
Episodic and semantic knowledge in emotional self-report: Evidence for two judgment processes.
Robinson, M. D., & Clore, G. L. (2002) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.83.1.198 · Cited by 531 · see citing works
Self-citationEmotion as a multicomponent process: A model and some cross-cultural data.
Scherer, K. R. (1984) · Cited by 526 · see citing works
Social and emotional messages of smiling: An ethological approach.
Kraut, R. E., & Johnston, R. E. (1979) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.37.9.1539 · Cited by 526 · see citing works
Lesse, S. (1961) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.1961.15.3.478 · Cited by 525 · see citing works
The acoustic startle response in rats—circuits mediating evocation, inhibition and potentiation
Koch, M., & Schnitzler, H. U. (1997) · Behavioural Brain Research · doi:10.1016/s0166-4328(97)02296-1 · Cited by 521 · see citing works
Tracy, J. L., & Robins, R. W. (2004) · Psychological Science · doi:10.1111/j.0956-7976.2004.01503008.x · Cited by 521 · see citing works
Behavioral markers and recognizability of the smile of enjoyment.
Frank, M. G., Ekman, P., & Friesen, W. V. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.64.1.83 · Cited by 508 · see citing works
The personality theories of H.J. Eysenck and J.A. Gray: a comparative review
Matthews, G., & Gilliland, K. (1999) · Personality and Individual Differences · doi:10.1016/s0191-8869(98)00158-5 · Cited by 504 · cited 2× · see citing works
“To further constrain the scope of our review, we focus on emotional states rather than emotion-related traits such as extraversion and neuroticism (see Matthews & Gilliland, 1999 ; Robinson & Neighbors, 2006 ; Rusting, 1998 , for relevant reviews).”
The cognitive and neural architecture of sequence representation.
Keele, S. W., Ivry, R. B., Mayr, U., Hazeltine, E., & Heuer, H. (2003) · Psychological Review · doi:10.1037/0033-295x.110.2.316 · Cited by 503 · see citing works
Keltner, D., & Bonanno, G. A. (1997) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.73.4.687 · Cited by 498 · see citing works
Cardiovascular, electrodermal, and respiratory response patterns to fear‐ and sadness‐inducing films
Kreibig, S. D., Wilhelm, F. H., Roth, W. T., & Gross, J. J. (2007) · Psychophysiology · doi:10.1111/j.1469-8986.2007.00550.x · Cited by 495 · see citing works
Keltner, D. J., & Bonanno, G. A. (1997) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.73.4.687 · Cited by 495 · see citing works
Handbook of multimethod measurement in psychology.
Eid, M., & Diener, E. (2006) · American Psychological Association eBooks · doi:10.1037/11383-000 · Cited by 492 · see citing works
Landis, C., & Hunt, W. A. (1939) · Medical Entomology and Zoology · Cited by 484 · see citing works
The startle probe response: A new measure of emotion?
Vrana, S. R., Spence, E. L., & Lang, P. J. (1988) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.97.4.487 · Cited by 467 · see citing works
Body expressions influence recognition of emotions in the face and voice.
Van den Stock, J., Righart, R., & de Gelder, B. (2007) · Emotion · doi:10.1037/1528-3542.7.3.487 · Cited by 457 · see citing works
Resting frontal brain asymmetry predicts affective responses to films.
Tomarken, A. J., Davidson, R. J., & Henriques, J. B. (1990) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.59.4.791 · Cited by 444 · see citing works
Vocal cues in emotion encoding and decoding
Scherer, K. R., Banse, R., Wallbott, H. G., & Goldbeck, T. (1991) · Motivation and Emotion · doi:10.1007/bf00995674 · Cited by 418 · see citing works
Is Alexithymia the Emotional Equivalent of Blindsight?
Lane, R. D., Ahern, G. L., SCHWARTZ, G. E. R., & Kaszniak, A. W. (1997) · Biological Psychiatry · doi:10.1016/s0006-3223(97)00050-4 · Cited by 417 · see citing works
The Proceedings of the National Academy of Sciences
Wilson, E. B. (1917) · Science · doi:10.1126/science.46.1197.567 · Cited by 414 · see citing works
Behavioral Markers and Recognizability of the Smile of Enjoyment
Frank, M. G., Ekman, P., & Friesen, W. V. (2005) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195179644.003.0011 · Cited by 413 · see citing works
Probing picture perception: Activation and emotion
Cuthbert, B. N., Bradleym, M. M., & Lang, P. J. (1996) · Psychophysiology · doi:10.1111/j.1469-8986.1996.tb02114.x · Cited by 403 · see citing works
Startle Reflex Modification: Emotion or Attention?
Bradley, M. M., Cuthbert, B. N., & Lang, P. J. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb01966.x · Cited by 403 · see citing works
Beyond valence in the perception of likelihood: The role of emotion specificity.
DeSteno, D. A., Petty, R. E., Wegener, D. T., & Rucker, D. D. (2000) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.78.3.397 · Cited by 401 · see citing works
A Comparative Review On Aggression Konrad Lorenz The Territorial Imperative Robert Ardrey
Alexander, R. D., & Tinkle, D. W. (1968) · BioScience · doi:10.2307/1294259 · Cited by 400 · see citing works
Are Women the “More Emotional” Sex? Evidence From Emotional Experiences in Social Context
Barrett, L. F., Robin, L., Pietromonaco, P. R., & Eyssell, K. M. (1998) · Cognition & Emotion · doi:10.1080/026999398379565 · Cited by 371 · see citing works
The Structure of Emotion: Evidence From Neuroimaging Studies
Barrett, L. F., & Wager, T. D. (2006) · Current Directions in Psychological Science · doi:10.1111/j.0963-7214.2006.00411.x · Cited by 366 · see citing works
Haidt, J., & Keltner, D. J. (1999) · Cognition & Emotion · doi:10.1080/026999399379267 · Cited by 364 · see citing works
Vocal Expression and Perception of Emotion
Bachorowski, J. (1999) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00013 · Cited by 363 · see citing works
The stability of resting frontal electroencephalographic asymmetry in depression
Allen, J. J. B., Urry, H. L., Hitt, S. K., & Coan, J. A. (2004) · Psychophysiology · doi:10.1111/j.1469-8986.2003.00149.x · Cited by 359 · see citing works
The New Handbook of Methods in Nonverbal Behavior Research
Harrigan, J. A., Rosenthal, R., & Scherer, K. R. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198529620.001.0001 · Cited by 359 · see citing works
Resting frontal brain asymmetry predicts affective responses to films.
Tomarken, A. J., Davidson, R. J., & Henriques, J. B. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.59.4.791 · Cited by 355 · see citing works
Distinguishing among Orienting, Defense, and Startle Reflexes
Graham, F. K. (2021) · Routledge eBooks · doi:10.4324/9781003171409-10 · Cited by 354 · see citing works
Autonomic specificity of discrete emotion and dimensions of affective space: a multivariate approach
Christie, I. C., & Friedman, B. H. (2004) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2003.08.002 · Cited by 347 · see citing works
The biological affects: a typology.
Buck, R. (1999) · Psychological Review · doi:10.1037/0033-295x.106.2.301 · Cited by 346 · see citing works
Nonverbal behavior and the theory of emotion: the facial feedback hypothesis
Buck, R. (1980) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.38.5.811 · Cited by 336 · see citing works
LEVENSON, R. W. (2003) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1280.016 · Cited by 335 · see citing works
The intensity of facial expression is determined by underlying affective state and social situation.
Hess, U. S., Banse, R., & Kappas, A. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.69.2.280 · Cited by 334 · see citing works
Juslin, P. N., & Scherer, K. R. (2005) · doi:10.1093/oso/9780198529613.003.0003 · Cited by 318 · see citing works
Panksepp, J. (2007) · Perspectives on Psychological Science · doi:10.1111/j.1745-6916.2007.00045.x · Cited by 314 · see citing works
Beyond valence in the perception of likelihood: The role of emotion specificity.
DeSteno, D. A., Petty, R. E., Wegener, D. T., et al. (2000) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.78.3.397 · Cited by 310 · see citing works
Pupillary and Cardiac Activity During Visual Attention
Libby, W. L., Lacey, B. C., & Lacey, J. I. (1973) · Psychophysiology · doi:10.1111/j.1469-8986.1973.tb00526.x · Cited by 308 · see citing works
THE CARDIAC‐SOMATIC RELATIONSHIP: SOME REFORMULATIONS
Obrist, P. A., Webb, R. A., Sutterer, J. R., & Howard, J. L. (1970) · Psychophysiology · doi:10.1111/j.1469-8986.1970.tb02246.x · Cited by 304 · see citing works
Are self-enhancing cognitions associated with healthy or unhealthy biological profiles?
Taylor, S. E., Lerner, J. S., Sherman, D. K., Sage, R. M., & McDowell, N. K. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.85.4.605 · Cited by 303 · see citing works
The varieties of emotional experience: A meditation on James-Lange theory.
Lang, P. J. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.211 · Cited by 302 · see citing works
Coherence between expressive and experiential systems in emotion
Rosenberg, E. L., & Ekman, P. (1994) · Cognition & Emotion · doi:10.1080/02699939408408938 · Cited by 300 · see citing works
Autonomic Response Specificity
Lacey, J. I., BATEMAN, D. E., & VanLEHN, R. (1953) · Psychosomatic Medicine · doi:10.1097/00006842-195301000-00002 · Cited by 300 · see citing works
William James and emotion: Is a century of fame worth a century of misunderstanding?
Ellsworth, P. C. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.222 · Cited by 288 · see citing works
The psychophysiology of disgust: Differentiating negative emotional contexts with facial EMG
Vrana, S. R. (1993) · Psychophysiology · doi:10.1111/j.1469-8986.1993.tb03354.x · Cited by 283 · see citing works
Annual Review of Gerontology and Geriatrics
&NA; (1996) · Topics in Geriatric Rehabilitation · doi:10.1097/00013614-199603000-00014 · Cited by 282 · see citing works
Constraints for emotion specificity in fear and anger: The context counts
Stemmler, G., Heldmann, M., Pauls, C. A., & SCHERER, T. (2001) · Psychophysiology · doi:10.1111/1469-8986.3820275 · Cited by 260 · see citing works
Bachorowski, J.-A., & Owren, M. J. (1995) · Psychological Science · doi:10.1111/j.1467-9280.1995.tb00596.x · Cited by 259 · see citing works
Pictures as prepulse: Attention and emotion in startle modification
Bradley, M. M., Cuthbert, B. N., & Lang, P. J. (1993) · Psychophysiology · doi:10.1111/j.1469-8986.1993.tb02079.x · Cited by 255 · see citing works
Evidence for universality and cultural variation of differential emotion response patterning.
Scherer, K. R., & Wallbott, H. G. (1994) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.66.2.310 · Cited by 253 · see citing works
Advances in personality science.
Cervone, D., & Mischel, W. (2002) · Cited by 249 · see citing works
Canli, T. (2004) · Journal of Personality · doi:10.1111/j.1467-6494.2004.00292.x · Cited by 241 · see citing works
Mauss, I. B., Wilhelm, F. H., & Gross, J. J. (2004) · Cognition & Emotion · doi:10.1080/02699930341000112 · Cited by 240 · see citing works
Self-citationAnderson, A. K., & Phelps, E. A. (2002) · Journal of Cognitive Neuroscience · doi:10.1162/08989290260138618 · Cited by 231 · see citing works
Reisenzein, R. (2000) · Cognition & Emotion · doi:10.1080/026999300378978 · Cited by 229 · see citing works
Again the James-Lange and the thalamic theories of emotion.
Cannon, W. B. (1931) · Psychological Review · doi:10.1037/h0072957 · Cited by 220 · see citing works
Nebraska Symposium on Motivation, 1959
Jones, M. R. (1960) · The American Journal of the Medical Sciences · doi:10.1097/00000441-196007000-00049 · Cited by 220 · see citing works
Everyday Conceptions of Emotion
Russell, J. A., Dols, J. M. F., Manstead, A. S. R., & Wellenkamp, J. C. (1995) · Springer eBooks · doi:10.1007/978-94-015-8484-5 · Cited by 216 · see citing works
Exploring Affect: The Selected Writings of Silvan S Tomkins
Tomkins, S. S., & Smith, B. (1995) · doi:10.1017/cbo9780511663994 · Cited by 213 · see citing works
Cognition and the autonomic nervous system: Orienting, anticipation, and conditioning.
Öhman, A., Hamm, A. O., & Hugdahl, K. (2000) · Cited by 201 · see citing works
The Autonomic Differentiation of Emotions Revisited: Convergent and Discriminant Validation
Stemmler, G. (1989) · Psychophysiology · doi:10.1111/j.1469-8986.1989.tb03163.x · Cited by 189 · see citing works
Biosociology of dominance and deference
(2006) · Choice Reviews Online · doi:10.5860/choice.43-3705 · Cited by 187 · see citing works
The Facial Expression Coding System (FACES): development, validation, and utility.
Kring, A., & Sloan, D. (2007) · Psychological Assessment · doi:10.1037/1040-3590.19.2.210 · Cited by 181 · see citing works
Harmon‐Jones, E., Lueck, L., Fearn, M., & Harmon‐Jones, C. (2006) · Psychological Science · doi:10.1111/j.1467-9280.2006.01724.x · Cited by 181 · see citing works
Clark, K. (1968) · Cited by 179 · see citing works
Tracy, J. L., Robins, R. W., & Lagattuta, K. H. (2005) · Emotion · doi:10.1037/1528-3542.5.3.251 · Cited by 169 · see citing works
Facial Expressions of Emotion Reveal Neuroendocrine and Cardiovascular Stress Responses
Lerner, J. S., Dahl, R. E., Hariri, A. R., & Taylor, S. E. (2006) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.08.016 · Cited by 153 · see citing works
Nonverbal Behavior and Communication
Kirk, L., Siegman, A. W., & Feldstein, S. (1979) · The American Journal of Psychology · doi:10.2307/1421502 · Cited by 146 · see citing works
Fundamental frequency of phonation and perceived emotional stress
Protopapas, A., & LIEBERMAN, P. H. (1997) · The Journal of the Acoustical Society of America · doi:10.1121/1.418247 · Cited by 136 · see citing works
Ruch, W. (1995) · Cognition & Emotion · doi:10.1080/02699939508408964 · Cited by 136 · see citing works
Neural Systems Involved in Fear‐Potentiated Startle
DAVIS, M. (1989) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1989.tb42197.x · Cited by 133 · see citing works
Bonanno, G. A., & Keltner, D. J. (2004) · Cognition & Emotion · doi:10.1080/02699930341000149 · Cited by 131 · see citing works
Fridlund, A. J., SCHWARTZ, G. E. R., & Fowler, S. C. (1984) · Psychophysiology · doi:10.1111/j.1469-8986.1984.tb00249.x · Cited by 131 · see citing works
Pleasure, pain, desire, and dread: Hidden core processes of emotion.
Berridge, K. C. (1999) · Cited by 131 · see citing works
Influence of Socially Desirable Responding in a Study of Stress and Substance Abuse
Welte, J. W., & Russell, M. (1993) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.1993.tb00836.x · Cited by 128 · see citing works
When Memory Fails, Intuition Reigns
Frank, M. J., O’Reilly, R. C., & Curran, T. (2006) · Psychological Science · doi:10.1111/j.1467-9280.2006.01769.x · Cited by 122 · see citing works
Ekman, P. (2003) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1280.002 · Cited by 119 · see citing works
Affective startle modulation in anticipation and perception
Sabatinelli, D., Bradley, M. M., & Lang, P. J. (2001) · Psychophysiology · doi:10.1111/1469-8986.3840719 · Cited by 117 · see citing works
Lang, P. J. (1988) · Springer eBooks · doi:10.1007/978-94-009-2792-6_7 · Cited by 113 · see citing works
Cohn, J. F., & Ekman, P. (2005) · doi:10.1093/oso/9780198529613.003.0002 · Cited by 101 · see citing works
Emotions as Viewed by Psychoanalysis and Neuroscience: An Exercise in Consilience
Panksepp, J. (1999) · Neuropsychoanalysis · doi:10.1080/15294145.1999.10773241 · Cited by 98 · see citing works
Expression of emotional–motivational connotations with a one-word utterance
Leinonen, L. M., Hiltunen, T., Linnankoski, I., & Laakso, M. (1997) · The Journal of the Acoustical Society of America · doi:10.1121/1.420109 · Cited by 96 · see citing works
Quantitative prediction of perceptual decisions during near-threshold fear detection
Pessoa, L., & Padmala, S. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0500566102 · Cited by 96 · see citing works
Cook, E. W., & Turpin, G. (1997) · Cited by 94 · see citing works
Physiological Processes During Emotion
Stemmler, G. (2004) · Psychology Press eBooks · doi:10.4324/9781410610898-8 · Cited by 92 · see citing works
Miller, M. W., Patrick, C. J., & Levenston, G. K. (2002) · Psychophysiology · doi:10.1017/s0048577202394095 · Cited by 91 · see citing works
Taste avoidance, but not aversion, learning in rats lacking gustatory cortex.
Kiefer, S. W., & Orr, M. R. (1992) · Behavioral Neuroscience · doi:10.1037//0735-7044.106.1.140 · Cited by 89 · see citing works
Symptom Specificity and Bodily Reactions During Psychiatric Interview
Malmo, R. B., Shagass, C., & Davis, F. H. (1950) · Psychosomatic Medicine · doi:10.1097/00006842-195011000-00006 · Cited by 87 · see citing works
Kagan, J. (2007) · Perspectives on Psychological Science · doi:10.1111/j.1745-6916.2007.00049.x · Cited by 84 · see citing works
Imaging the living human brain: Magnetic resonance imaging and positron emission tomography
Volkow, N. D., Rosen, B. R., & Farde, L. (1997) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.94.7.2787 · Cited by 83 · see citing works
Cohn, J. F., & Ekman, P. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198529620.003.0002 · Cited by 82 · see citing works
Storbeck, J., Robinson, M. D., & McCourt, M. E. (2006) · Review of General Psychology · doi:10.1037/1089-2680.10.1.41 · Cited by 80 · see citing works
Self-citationTaste avoidance, but not aversion, learning in rats lacking gustatory cortex.
Kiefer, S. W., & Orr, M. R. (1992) · Behavioral Neuroscience · doi:10.1037/0735-7044.106.1.140 · Cited by 77 · see citing works
Measuring Emotions: Implications of a Multimethod Perspective.
Larsen, R. J., & Prizmić‐Larsen, Z. (2006) · American Psychological Association eBooks · doi:10.1037/11383-023 · Cited by 77 · see citing works
Physical Symptoms Associated with Blood Pressure
Pennebaker, J. W., Gonder-Frederick, L. A., Stewart, H., Elfman, L., & Skelton, J. A. (1982) · Psychophysiology · doi:10.1111/j.1469-8986.1982.tb02547.x · Cited by 76 · see citing works
Catching the Mind in Action: Implicit Methods in Personality Research and Assessment.
Robinson, M. D., & Neighbors, C. (2006) · American Psychological Association eBooks · doi:10.1037/11383-009 · Cited by 75 · see citing works
Self-citationDejong Estienne, F. (1991) · PubMed · Cited by 68 · see citing works
Functional MRI and Its Applications to the Clinical Neurosciences
Detre, J. A., & Floyd, T. F. (2001) · The Neuroscientist · doi:10.1177/107385840100700110 · Cited by 68 · see citing works
Neuropsychological Perspectives on Affective Styles and Their Cognitive Consequences
Davidson, R. J. (1999) · doi:10.1002/0470013494.ch6 · Cited by 67 · see citing works
Schneider, K., & Josephs, I. E. (1991) · Journal of Nonverbal Behavior · doi:10.1007/bf01672220 · Cited by 63 · see citing works
Flagged first, then by citations
Research works printed but not linked: 4
- Cacioppo JT Berntson GG Larsen JT Poehlmann KM Ito TA 2000 The psychophysiology of emotion Lewis M Haviland-Jones JM The handbook of emotion New York Guildford Press
- Frijda NH 1986 The emotions Cambridge, UK Cambridge University Press
- Johnstone T Scherer KR 2000 Vocal communication of emotion Lewis M Haviland-Jones JM Handbook of emotions 220 235 New York Guilford Press
- Tompkins SS 1995 Exploring affect Cambridge, UK Cambridge University Press
Cited by
Sorted by citations
Autonomic nervous system activity in emotion: a review
Kreibig, S. D. (2010) · Biological Psychology · doi:10.1016/j.biopsycho.2010.03.010 · Cited by 3,188 · see citing works
The brain basis of emotion: a meta-analytic review
Lindquist, K. A., Wager, T. D., Kober, H., Bliss-Moreau, E., & Barrett, L. F. (2012) · Behavioral and Brain Sciences · doi:10.1017/s0140525x11000446 · Cited by 2,320 · see citing works
“…natural kinds (e.g., Bachorowski & Owren 1995; Barrett 2006b; Barrett et al. 2007a; Barrett et al. 2011; Cacioppo et al. 2000; Ortony & Turner 1990; Mauss & Robinson 2009; Russell et al. 2003), while at the same time being broadly consistent with a psychological construction approach to emotion…”
InfluentialWebb, T. L., Miles, E., & Sheeran, P. (2012) · Psychological Bulletin · doi:10.1037/a0027600 · Cited by 2,006 · see citing works
“Mauss and Robinson (2009) reviewed measures of emotion, dividing them into experiential (typically, self-reported emotional experience), physiological (e.g., heart rate, EEG), and behavioral (typically, observer ratings of emotional expression) measures.”
BackgroundThe psychology of emotion regulation: An integrative review
Koole, S. L. (2009) · Cognition & Emotion · doi:10.1080/02699930802619031 · Cited by 1,490 · see citing works
Sentiment strength detection in short informal text
Thelwall, M., Buckley, K., Paltoglou, G., Cai, D., & Kappas, A. (2010) · Journal of the American Society for Information Science and Technology · doi:10.1002/asi.21416 · Cited by 1,449 · see citing works
EmotionMeter: A Multimodal Framework for Recognizing Human Emotions
Zheng, W.-L., Liu, W., Lu, Y., Lu, B.-L., & Cichocki, A. (2019) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2018.2797176 · Cited by 1,276 · see citing works
Emotions Recognition Using EEG Signals: A Survey
Alarcao, S. M., & Fonseca, M. J. (2019) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2017.2714671 · Cited by 1,201 · see citing works
Feature Extraction and Selection for Emotion Recognition from EEG
Jenke, R., Peer, A., & BUSS, M. J. (2014) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2014.2339834 · Cited by 1,087 · see citing works
Identifying Stable Patterns over Time for Emotion Recognition from EEG
Zheng, W.-L., Zhu, J.-Y., & Lu, B.-L. (2016) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2017.2712143 · Cited by 925 · see citing works
Self-report captures 27 distinct categories of emotion bridged by continuous gradients
Cowen, A. S., & Keltner, D. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1702247114 · Cited by 897 · see citing works
The Role of Emotion Regulation in Autism Spectrum Disorder
Mazefsky, C. A., Herrington, J., Siegel, M., Scarpa, A., Maddox, B. B., Scahill, L., & White, S. W. (2013) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2013.05.006 · Cited by 881 · see citing works
Marchewka, A., Żurawski, Ł., Jednoróg, K., & Grabowska, A. (2013) · Behavior Research Methods · doi:10.3758/s13428-013-0379-1 · Cited by 790 · see citing works
Campbell, J., & Ehlert, U. (2012) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2011.12.010 · Cited by 683 · see citing works
In the shades of the uncanny valley: An experimental study of human–chatbot interaction
Ciechanowski, L., Przegalińska, A., Magnuski, M., & Gloor, P. A. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2018.01.055 · Cited by 680 · see citing works
Aldao, A., Gee, D. G., De Los Reyes, A., & Seager, I. (2016) · Development and Psychopathology · doi:10.1017/s0954579416000638 · Cited by 636 · see citing works
Waltemate, T., Gall, D., Roth, D., Botsch, M., & Latoschik, M. E. (2018) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2018.2794629 · Cited by 551 · see citing works
Siegel, E. H., Sands, M. K., Van den Noortgate, W., Condon, P., Chang, Y., Dy, J., Quigley, K. S., & Barrett, L. F. (2018) · Psychological Bulletin · doi:10.1037/bul0000128 · Cited by 515 · see citing works
Barrett, L. F. (2012) · Emotion · doi:10.1037/a0027555 · Cited by 503 · see citing works
Houssein, E. H., Hammad, A. S. A., & Ali, A. A. (2022) · Neural Computing and Applications · doi:10.1007/s00521-022-07292-4 · Cited by 449 · see citing works
The Autonomic Nervous System and Emotion
LEVENSON, R. W. (2014) · Emotion Review · doi:10.1177/1754073913512003 · Cited by 428 · see citing works
Bailen, N. H., Green, L. M., & Thompson, R. J. (2019) · Emotion Review · doi:10.1177/1754073918768878 · Cited by 427 · see citing works
Effects of Dynamic Aspects of Facial Expressions: A Review
Krumhuber, E. G., Kappas, A., & Manstead, A. (2013) · Emotion Review · doi:10.1177/1754073912451349 · Cited by 436 · see citing works
A functional architecture of the human brain: emerging insights from the science of emotion
Lindquist, K. A., & Barrett, L. F. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.09.005 · Cited by 405 · see citing works
Color and emotion: effects of hue, saturation, and brightness
Wilms, L., & Oberfeld, D. (2017) · Psychological Research · doi:10.1007/s00426-017-0880-8 · Cited by 417 · see citing works
Can seeking happiness make people unhappy? Paradoxical effects of valuing happiness.
Mauss, I. B., Tamir, M., Anderson, C. L., & Savino, N. S. (2011) · Emotion · doi:10.1037/a0022010 · Cited by 399 · see citing works
Self-citationFaraone, S. V., Rostain, A. L., Blader, J., Busch, B., Childress, A. C., Connor, D. F., & Newcorn, J. H. (2019) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12899 · Cited by 400 · see citing works
The role of language in emotion: predictions from psychological constructionism
Lindquist, K. A., MacCormack, J. K., & Shablack, H. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00444 · Cited by 400 · see citing works
EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations
Li, P., Liu, H., Si, Y., Li, C., Li, F., Zhu, X., Huang, X., Zeng, Y., Yao, D., Zhang, Y., et al. (2019) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2019.2897651 · Cited by 395 · see citing works
Gender Differences in Emotional Response: Inconsistency between Experience and Expressivity
Deng, Y., Chang, L., Yang, M., Huo, M., & Zhou, R. (2016) · PLOS ONE · doi:10.1371/journal.pone.0158666 · Cited by 382 · see citing works
The Oxford Handbook of Cognitive Psychology
(2013) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780195376746.001.0001 · Cited by 378 · see citing works
Kuppens, P., & Verduyn, P. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.06.004 · Cited by 369 · see citing works
Customer experience in tourism: A review of definitions, components, and measurements
Godovykh, M., & Tasci, A. D. A. (2020) · Tourism Management Perspectives · doi:10.1016/j.tmp.2020.100694 · Cited by 398 · see citing works
EEG-Based Emotion Recognition: A State-of-the-Art Review of Current Trends and Opportunities
Suhaimi, N. S., Mountstephens, J., & Teo, J. (2020) · Computational Intelligence and Neuroscience · doi:10.1155/2020/8875426 · Cited by 361 · see citing works
Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals
Liu, Y.-J., Yu, M.-J., Zhao, G., Song, J.-J., Ge, Y., & Shi, Y.-C. (2018) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2017.2660485 · Cited by 323 · see citing works
A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving
Lohani, M., Payne, B. R., & Strayer, D. L. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00057 · Cited by 347 · see citing works
Measuring Emotions in Real Time: Implications for Tourism Experience Design
Kim, J. (., & Fesenmaier, D. R. (2015) · Journal of Travel Research · doi:10.1177/0047287514550100 · Cited by 335 · see citing works
Emotion words shape emotion percepts.
Gendron, M., Lindquist, K. A., Barsalou, L. W., & Barrett, L. F. (2012) · Emotion · doi:10.1037/a0026007 · Cited by 334 · see citing works
The psychophysiology of flow during piano playing.
de Manzano, Ö., Theorell, T., Harmat, L., & Ullén, F. (2010) · Emotion · doi:10.1037/a0018432 · Cited by 330 · see citing works
Li, Y., Zheng, W., Wang, L., Zong, Y., & Cui, Z. (2019) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2019.2922912 · Cited by 317 · see citing works
Mapping discrete and dimensional emotions onto the brain: controversies and consensus
Hamann, S. B. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.07.006 · Cited by 315 · see citing works
Real-Time EEG-Based Human Emotion Recognition and Visualization
Liu, Y., Sourina, O., & Nguyen, M. K. (2010) · International Conference on Cyberworlds (CW) · doi:10.1109/cw.2010.37 · Cited by 313 · see citing works
Köster, E. P., & Mojet, J. (2015) · Food Research International · doi:10.1016/j.foodres.2015.04.006 · Cited by 311 · see citing works
Cardiac vagal control as a marker of emotion regulation in healthy adults: a review
Balzarotti, S., Biassoni, F., Colombo, B., & Ciceri, M. R. (2017) · Biological Psychology · doi:10.1016/j.biopsycho.2017.10.008 · Cited by 306 · see citing works
Identifying emotions on the basis of neural activation
Kassam, K. S., Markey, A. R., Cherkassky, V. L., Loewenstein, G., & Just, M. A. (2013) · PLoS ONE · doi:10.1371/journal.pone.0066032 · Cited by 306 · see citing works
Lindquist, K. A. (2013) · Emotion Review · doi:10.1177/1754073913489750 · Cited by 302 · see citing works
Classifying Different Emotional States by Means of EEG-Based Functional Connectivity Patterns
Lee, Y.-Y., & Hsieh, S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0095415 · Cited by 301 · see citing works
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition
Shen, X., Liu, X., Hu, X., Zhang, D., & Song, S. (2022) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2022.3164516 · Cited by 304 · see citing works
Pfeifer, J. H., & Allen, N. B. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.04.011 · Cited by 299 · see citing works
A Review on the Computational Methods for Emotional State Estimation from the Human EEG
Kim, M., Kim, M., Oh, E., & Kim, S.-P. (2013) · Computational and Mathematical Methods in Medicine · doi:10.1155/2013/573734 · Cited by 295 · see citing works
Emotion Recognition Using Eye-Tracking: Taxonomy, Review and Current Challenges
Lim, J. Z., Mountstephens, J., & Teo, J. (2020) · Sensors · doi:10.3390/s20082384 · Cited by 304 · see citing works
Riepenhausen, A., Wackerhagen, C., Reppmann, Z. C., Deter, H., Kalisch, R., Veer, I. M., & Walter, H. (2022) · Emotion Review · doi:10.1177/17540739221114642 · Cited by 288 · see citing works
Murray, D. R., & Schaller, M. (2016) · Advances in Experimental Social Psychology · doi:10.1016/bs.aesp.2015.09.002 · Cited by 282 · see citing works
Data mining emotion in social network communication: Gender differences in MySpace
Thelwall, M. A., Wilkinson, D., & Uppal, S. (2009) · Journal of the American Society for Information Science and Technology · doi:10.1002/asi.21180 · Cited by 280 · see citing works
Real-Time EEG-Based Emotion Recognition and Its Applications
Liu, Y., Sourina, O., & Nguyen, M. K. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-22336-5_13 · Cited by 273 · see citing works
What's wrong with fear conditioning?
Beckers, T., Krypotos, A.-M., Boddez, Y., Effting, M., & Kindt, M. (2013) · Biological Psychology · doi:10.1016/j.biopsycho.2011.12.015 · Cited by 272 · see citing works
Current and potential methods for measuring emotion in tourism experiences: a review
Li, S., Scott, N., & Walters, G. (2014) · Current Issues in Tourism · doi:10.1080/13683500.2014.975679 · Cited by 268 · see citing works
Basso, J. C., McHale, A., Ende, V., Oberlin, D. J., & Suzuki, W. A. (2019) · Behavioural Brain Research · doi:10.1016/j.bbr.2018.08.023 · Cited by 255 · see citing works
What’s in a Word? Language Constructs Emotion Perception
Lindquist, K. A., & Gendron, M. (2013) · Emotion Review · doi:10.1177/1754073912451351 · Cited by 247 · see citing works
Investigating EEG-based functional connectivity patterns for multimodal emotion recognition
Wu, X., Zheng, W., Li, Z., & Lu, B. (2022) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac49a7 · Cited by 244 · see citing works
Interaction between cognition, emotion, and the autonomic nervous system
(2013) · Handbook of Clinical Neurology · doi:10.1016/b978-0-444-53491-0.00006-7 · Cited by 230 · see citing works
Pace-Schott, E. F., Amole, M. C., Aue, T., Balconi, M., Bylsma, L. M., Critchley, H., Demaree, H. A., Friedman, B. H., Gooding, A. E. K., Gosseries, O., et al. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.05.002 · Cited by 221 · see citing works
“important reason to focus on the physiology of emotional experience and expression along with consideration of emotional language is the well-documented imprecision inherent in self-report instruments for such experiences (Harmon-Jones et al., 2016; Mauss and Robinson, 2009).”
The Emotional Movie Database (EMDB): A Self-Report and Psychophysiological Study
Carvalho, S., Leite, J., Galdo‐Álvarez, S., & Gonçalves, Ó. F. (2012) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-012-9201-6 · Cited by 225 · see citing works
Lindquist, K. A., Siegel, E. H., Quigley, K. S., & Barrett, L. F. (2013) · Psychological Bulletin · doi:10.1037/a0029038 · Cited by 225 · see citing works
Weidman, A. C., Steckler, C. M., & Tracy, J. L. (2016) · Emotion · doi:10.1037/emo0000226 · Cited by 219 · see citing works
Body Movements for Affective Expression: A Survey of Automatic Recognition and Generation
Karg, M., Samadani, A., Gorbet, R., Kuhnlenz, K., Hoey, J., & Kulić, D. (2013) · IEEE Transactions on Affective Computing · doi:10.1109/t-affc.2013.29 · Cited by 235 · see citing works
Effective regulation of affect: An action control perspective on emotion regulation
Webb, T. L., Schweiger Gallo, I., Miles, E., Gollwitzer, P. M., & Sheeran, P. (2012) · European Review of Social Psychology · doi:10.1080/10463283.2012.718134 · Cited by 216 · see citing works
Caruelle, D., Gustafsson, A., Shams, P., & Lervik-Olsen, L. (2019) · Journal of Business Research · doi:10.1016/j.jbusres.2019.06.041 · Cited by 215 · see citing works
Subject independent emotion recognition from EEG using VMD and deep learning
Pandey, P., & Seeja, K. R. (2019) · Journal of King Saud University - Computer and Information Sciences · doi:10.1016/j.jksuci.2019.11.003 · Cited by 213 · see citing works
Harley, J. M., Bouchet, F., Hussain, M. S., Azevedo, R., & Calvo, R. A. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.02.013 · Cited by 212 · see citing works
Moynihan, J. A., Chapman, B. P., Klorman, R., Krasner, M. S., Duberstein, P. R., Brown, K. W., & Talbot, N. L. (2013) · Neuropsychobiology · doi:10.1159/000350949 · Cited by 210 · see citing works
Anxiety and Threat-Related Attention: Cognitive-Motivational Framework and Treatment
Mogg, K., & Bradley, B. P. (2018) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.01.001 · Cited by 210 · see citing works
A survey of machine learning techniques in physiology based mental stress detection systems
Panicker, S., & Gayathri, P. (2019) · Journal of Applied Biomedicine · doi:10.1016/j.bbe.2019.01.004 · Cited by 217 · see citing works
Feeling blue or turquoise? Emotional differentiation in major depressive disorder
Demiralp, E., Thompson, R. J., Mata, J., Jaeggi, S. M., Buschkuehl, M., Barrett, L. F., Ellsworth, P. C., Demiralp, M., Hernandez-Garcia, L., Deldin, P. J., et al. (2012) · Psychological Science · doi:10.1177/0956797612444903 · Cited by 205 · see citing works
The adaptation of the Affective Norms for English Words (ANEW) for European Portuguese
Soares, A. P., Comesaña, M., Pinheiro, A. P., Simões, A., & Frade, S. (2011) · Behavior Research Methods · doi:10.3758/s13428-011-0131-7 · Cited by 207 · see citing works
A Constructionist Review of Morality and Emotions
Cameron, C. D., Lindquist, K. A., & Gray, K. J. (2015) · Personality and Social Psychology Review · doi:10.1177/1088868314566683 · Cited by 202 · see citing works
Vogel-Walcutt, J. J., Fiorella, L., Carper, T. M., & Schatz, S. L. (2011) · Educational Psychology Review · doi:10.1007/s10648-011-9182-7 · Cited by 217 · see citing works
The role of epistemic emotions in mathematics problem solving
Muis, K. R., Psaradellis, C., Lajoie, S. P., Leo, I. D., & Chevrier, M. (2015) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2015.06.003 · Cited by 200 · see citing works
Admiration: A Conceptual Review
Onu, D., Kessler, T., & Smith, J. R. (2016) · Emotion Review · doi:10.1177/1754073915610438 · Cited by 127 · see citing works
Review of the emotional feature extraction and classification using EEG signals
Wang, J., & Wang, M. (2021) · Cognitive Robotics · doi:10.1016/j.cogr.2021.04.001 · Cited by 196 · see citing works
Automatic Stress Classification With Pupil Diameter Analysis
Pedrotti, M., Mirzaei, M. A., Tedesco, A., Chardonnet, J.-R., Merienne, F., Benedetto, S., & Baccino, T. (2013) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2013.848320 · Cited by 190 · see citing works
Real-Time Measurement of Tourists’ Objective and Subjective Emotions in Time and Space
Shoval, N., Schvimer, Y., & Tamir, M. (2017) · Journal of Travel Research · doi:10.1177/0047287517691155 · Cited by 189 · see citing works
Emotions in Tourism: Theoretical Designs, Measurements, Analytics, and Interpretations
Hosany, S., Martin, D., & Woodside, A. G. (2020) · Journal of Travel Research · doi:10.1177/0047287520937079 · Cited by 189 · see citing works
Yuvaraj, R., Murugappan, M., Acharya, U. R., Adeli, H., Ibrahim, N. M., & Mesquita, E. M. (2015) · Behavioural Brain Research · doi:10.1016/j.bbr.2015.10.036 · Cited by 179 · see citing works
Emotional expression in music: contribution, linearity, and additivity of primary musical cues
Eerola, T., Friberg, A., & Bresin, R. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00487 · Cited by 179 · see citing works
Consumers’ emotions elicited by food: A systematic review of explicit and implicit methods
Lagast, S., Gellynck, X., Schouteten, J. J., Herdt, V. D., & Steur, H. D. (2017) · Trends in Food Science & Technology · doi:10.1016/j.tifs.2017.09.006 · Cited by 178 · see citing works
Shallcross, A. J., Troy, A. S., Boland, M., & Mauss, I. B. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.05.025 · Cited by 177 · see citing works
Self-citationHu, Z., Lou, S., Xing, Y., Wang, X., Cao, D., & Lv, C. (2022) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2022.3195635 · Cited by 178 · see citing works
Brain–Computer Interface Games Based on Consumer-Grade EEG Devices: A Systematic Literature Review
Vasiljevic, G. A. M., & de Miranda, L. C. (2019) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2019.1612213 · Cited by 178 · see citing works
Yeom, S., Kim, H., & Hong, T. (2021) · Building and Environment · doi:10.1016/j.buildenv.2021.108134 · Cited by 169 · see citing works
Detecting Emotions through Electrodermal Activity in Learning Contexts: A Systematic Review
Horvers, A., Tombeng, N., Bosse, T., Lazonder, A., & Molenaar, I. (2021) · Italian National Conference on Sensors · doi:10.3390/s21237869 · Cited by 160 · see citing works
What the Face Displays: Mapping 28 Emotions Conveyed by Naturalistic Expression
Cowen, A. S., & Keltner, D. (2019) · American Psychologist · doi:10.1037/amp0000488 · Cited by 158 · see citing works
Periodization Theory: Confronting an Inconvenient Truth
Kiely, J. (2017) · Sports Medicine · doi:10.1007/s40279-017-0823-y · Cited by 167 · see citing works
Vecchiato, G., Maglione, A. G., Cherubino, P., Wasikowska, B., Wawrzyniak, A., Latuszynska, A., Latuszynska, M., Nermend, K., Graziani, I., Leucci, M. R., et al. (2014) · Computational and Mathematical Methods in Medicine · doi:10.1155/2014/912981 · Cited by 164 · see citing works
Emotion and regulation are one!
Kappas, A. (2011) · Emotion Review · doi:10.1177/1754073910380971 · Cited by 163 · see citing works
Test Anxiety and Physiological Arousal: A Systematic Review and Meta-Analysis
Roos, A., Goetz, T., Voracek, M., Krannich, M., Bieg, M., Jarrell, A., & Pekrun, R. H. (2020) · Educational Psychology Review · doi:10.1007/s10648-020-09543-z · Cited by 163 · see citing works
Recreational angler satisfaction: What drives it?
Birdsong, M. H., Hunt, L. M., & Arlinghaus, R. (2021) · Fish and Fisheries · doi:10.1111/faf.12545 · Cited by 161 · see citing works
Emotional ratings and skin conductance response to visual, auditory and haptic stimuli
Gatti, E., Calzolari, E., Maggioni, E., & Obrist, M. (2018) · Scientific Data · doi:10.1038/sdata.2018.120 · Cited by 158 · see citing works
Embodiment in Virtual Reality Intensifies Emotional Responses to Virtual Stimuli
Gall, D., Roth, D., Stauffert, J.-P., Zarges, J., & Latoschik, M. E. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.674179 · Cited by 159 · see citing works
Pitch Perfect: Vocal Pitch and the Emotional Intensity of Congressional Speech
Dietrich, B. J., HAYES, M., & O’Brien, D. Z. (2019) · American Political Science Review · doi:10.1017/s0003055419000467 · Cited by 154 · see citing works
Getting better with age: the relationship between age, acceptance, and negative affect
Shallcross, A. J., Ford, B. Q., Floerke, V. A., & Mauss, I. B. (2013) · Journal of Personality and Social Psychology · doi:10.1037/a0031180 · Cited by 153 · see citing works
Self-citation
- Authors
- Mauss, I. B., & Robinson, M. D.
- Affiliations
- University of Denver (US)
- North Dakota State University (US)
- Corresponding author
- Mauss, Iris B.
- Venue
- Cognition and Emotion
- Publisher
- Informa UK Limited
- Published
- 2009-02
- Volume
- 23
- Issue
- 2
- Pages
- 209-237
- ISSN
- 0269-9931 (ISSN-L)
- 1464-0600
- PMC
- PMC2756702
- OpenAlex
- W2001097956
- Cited by
- 2,078
- References
- 213
- Citations by year
- 2026: 113 · 2025: 139 · 2024: 148 · 2023: 176 · 2022: 197 · 2021: 158 · 2020: 236 · 2019: 158 · 2018: 158 · 2017: 119 · 2016: 90 · 2015: 96 · 2014: 69 · 2013: 85 · 2012: 62
- FWCI
- 6.34
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cognition & Emotion (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Aging (R21AG031967)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Emotion and Mood Recognition
- Social Sciences › Psychology › Social Psychology › Emotions and Moral Behavior
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Keywords
- emotion measurement, physiological responses, behavioral responses, response systems, convergence of measures, affective domain, emotional state
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review