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Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies.
Abstract
Emotions are universally recognized from facial expressions--or so it has been claimed. To support that claim, research has been carried out in various modern cultures and in cultures relatively isolated from Western influence. A review of the methods used in that research raises questions of its ecological, convergent, and internal validity. Forced-choice response format, within-subject design, preselected photographs of posed facial expressions, and other features of method are each problematic. When they are altered, less supportive or nonsupportive results occur. When they are combined, these method factors may help to shape the results. Facial expressions and emotion labels are probably associated, but the association may vary with culture and is loose enough to be consistent with various alternative accounts, 8 of which are discussed.
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“Even critics of strong evolutionary accounts [31], [32] find that recognition of FEs of emotion are universally above chance and in many cases quite higher.”
From Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-Related Applications (2016) · cites this paper as [31]
In the citing paper
“Recently, the problem of automatic face detection in an arbitrary scene has drawn great attention (e.g., see [74], [83], [85]).”
From Automatic analysis of facial expressions: the state of the art (2000) · cites this paper as [83]
Citations
Cites
Russell, J. A. (1980) · Journal of Personality and Social Psychology · doi:10.1037/h0077714 · Cited by 16,334
Self-citationThe Handbook of Social Psychology
Gravatt, A. E., Lindzey, G. E., & Aronson, F. (1969) · The Family Coordinator · doi:10.2307/582242 · Cited by 12,518
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
An argument for basic emotions
Ekman, P. (1992) · Cognition and Emotion · doi:10.1080/02699939208411068 · Cited by 9,646
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
Ekman, P. (1976) · Medical Entomology and Zoology · Cited by 4,345
Ekman, P. (1993) · American Psychologist · doi:10.1037/0003-066x.48.4.384 · Cited by 3,441
Parducci, A., & Helson, H. (1965) · The American Journal of Psychology · doi:10.2307/1421107 · Cited by 2,493
Ekman, P. (1992) · Psychological Review · doi:10.1037/0033-295x.99.3.550 · Cited by 2,376
Universals and cultural differences in facial expressions of emotion.
Ekman, P. (1972) · Medical Entomology and Zoology · Cited by 2,273
Cited by
Sorted by citations
Items 401–500 of 1,001
Maturation of vocal emotion recognition: Insights from the developmental and neuroimaging literature
Morningstar, M. A., Nelson, E. E., & Dirks, M. A. (2018) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2018.04.019 · Cited by 68
Suzuki, A., & Akiyama, H. (2012) · Aging Neuropsychology and Cognition · doi:10.1080/13825585.2012.692761 · Cited by 62
“Second, it might be questioned whether the present findings are universal across cultures given the non-negligible cultural differences even in the recognition of basic emotions (Russell, 1994).”
McKeown, G. J., & Sneddon, I. (2013) · Psychological Methods · doi:10.1037/a0034282 · Cited by 67
A Functionalist Perspective on the Nature of Emotion
Campos, J. J., Mumme, D. L., Kermoian, R., & Campos, R. G. (1994) · JAPANESE JOURNAL OF RESEARCH ON EMOTIONS · doi:10.4092/jsre.2.1 · Cited by 78
The Chinese Folk Model of Facial Expressions: a Linguistic Perspective
Ye, Z. (2004) · Culture & Psychology · doi:10.1177/1354067x04040928 · Cited by 61
Recognition of static and dynamic facial expressions: a study review
Alves, N. T. (2013) · Estudos de Psicologia (Natal) · doi:10.1590/s1413-294x2013000100020 · Cited by 66
Classification of dynamic facial expressions of emotion presented briefly
Recio, G., Schacht, A., & Sommer, W. (2013) · Cognition & Emotion · doi:10.1080/02699931.2013.794128 · Cited by 68
“Post hoc test confirmed that this pattern of results was stable across different presentation modes, and mostly replicated findings observed with natural, static pictures (e.g., Russell, 1994) and with morphed stimuli generated with the same computer software (Krumhuber et al., 2012).”
ResultHeß, U. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-91497-0.00133-8 · Cited by 70
Infant interest expressions as coordinative motor structures
Michel, G. F., Camras, L. A., & Sullivan, J. (1992) · Infant Behavior and Development · doi:10.1016/0163-6383(92)80004-e · Cited by 60
Current Emotion Research in Cultural Neuroscience
Chiao, J. Y. (2015) · Emotion Review · doi:10.1177/1754073914546389 · Cited by 64
“Russell, J.A. (1994). Is there universal recognition of emotion from facial expression? A review of cross-cultural studies.”
BackgroundFundamental questions of cross-cultural psychology
van de Vijver, F. J. R., Chasiotis, A., & Breugelmans, S. M. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511974090.002 · Cited by 61
Stress and Illness: A Role for Specific Emotions
LEVENSON, R. W. (2019) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000736 · Cited by 68
Review and Perspectives on Human Emotion for Connected Automated Vehicles
Li, W., Li, G., Tan, R., Wang, C., Sun, Z., Li, Y., Guo, G., Cao, D., & Li, K. (2024) · Automotive Innovation · doi:10.1007/s42154-023-00270-z · Cited by 64
“Russell’s research shows that facial expression appears to indicate the valence of a person’s emotional state reliably [36].”
Facial Encoding of Children with High-Functioning Autism Spectrum Disorders
Volker, M. A., Lopata, C. J., Smith, D. A., & Thomeer, M. L. (2009) · Focus on Autism and Other Developmental Disabilities · doi:10.1177/1088357609347325 · Cited by 59
“Although the use of contrived static photographs is common in facial expression research and allows for greater experimental controls, they may not reflect the encoding abilities that occur in natural dynamic situations (Hall et al., 2005; Russell, 1994).”
BackgroundMethodResultInfluentialEyebrow emotional expression recognition using surface EMG signals
Chen, Y., Yang, Z., & Wang, J. (2015) · Neurocomputing · doi:10.1016/j.neucom.2015.05.037 · Cited by 59
The accessibility of the term “contempt” and the meaning of the unilateral lip curl
Wagner, H. L. (2000) · Cognition & Emotion · doi:10.1080/02699930050117675 · Cited by 59
Facial Affect Interpretation in Boys with Attention Deficit/Hyperactivity Disorder
Boakes, J., Chapman, E., Houghton, S. J., & West, J. (2007) · Child Neuropsychology · doi:10.1080/09297040701503327 · Cited by 58
“Although this method has proven popular, free-choice response formats are considered to be superior by some researchers (e.g., Russell, 1994) for reducing levels of score contamination due to guessing.”
MethodThe nature and causes of grief.
Weiss, R. S. (2008) · American Psychological Association eBooks · doi:10.1037/14498-002 · Cited by 63
Moors, A. (2017) · Psychological Inquiry · doi:10.1080/1047840x.2017.1235900 · Cited by 70
“…theories reject the causal-mechanistic explanations proposed by classic theories, based on their reading of the empirical evidence for these explanations (see reviews by Barrett, 2006; 2011; Lindquist, Wager, Kober, Bliss-Moreau, & Barrett, 2012; Mendes, 2016; Ortony & Turner, 1990; Russell, 1994).”
BackgroundCategorical perception of facial expressions of emotion: Evidence from multidimensional scaling
BIMLER, D. L., & Kirkland, J. (2001) · Cognition & Emotion · doi:10.1080/02699930126214 · Cited by 58
Li, S., Chark, R., BASTIAANSEN, M. C. M., & Wood, E. H. (2023) · Annals of Tourism Research · doi:10.1016/j.annals.2023.103615 · Cited by 64
Yan, X., Andrews, T. J., & Young, A. W. (2015) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0000114 · Cited by 57
“For example, the extent to which cross-cultural agreement is overestimated due to procedural factors such as the use of forced-choice recognition tests has been controversial (Ekman, 1994; Russell, 1994).”
BackgroundGenerality and cultural variation in the experience of regret.
Breugelmans, S. M., Zeelenberg, M., Gilovich, T. D., Huang, W., & Shani, Y. (2014) · Emotion · doi:10.1037/a0038221 · Cited by 57
“…strong meaning in emotion research as a consequence of the enduring universalism–relativism debate (see Ekman, 1994; Gendron, Roberson, van der Vyver, & Barrett, 2014; Russell, 1994), and because there are many possible meanings of universality in cross-cultural research at large (Lonner, 2011).”
BackgroundThe Role of Social Context for the Interpretation of Emotional Facial Expressions
Heß, U., & Hareli, S. (2014) · Springer eBooks · doi:10.1007/978-81-322-1934-7_7 · Cited by 63
Postural Communication of Emotion: Perception of Distinct Poses of Five Discrete Emotions
Lopez, L. D., Reschke, P. J., Knothe, J. M., & Walle, E. A. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00710 · Cited by 63
“The study of emotion expressions has traditionally focused on the face as the primary channel through which emotion is communicated and appreciated (e.g., Ekman and Friesen, 1971, 1978; Öhman and Dimberg, 1978; Russell and Bullock, 1985; Russell, 1994; Ekman, 1999).”
BackgroundA neuro-cognitive process model of emotional intelligence
Smith, R. S., Killgore, W. D. S., Alkozei, A., & Lane, R. D. (2018) · Biological Psychology · doi:10.1016/j.biopsycho.2018.10.012 · Cited by 73
The Behavioral Ecology View of Facial Displays, 25 Years Later
Fridlund, A. J. (2017) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780190613501.003.0005 · Cited by 60
Epistemic Violence and Emotional Misperception
Glazer, T. (2019) · Hypatia · doi:10.1111/hypa.12455 · Cited by 57
Four Misconceptions About Nonverbal Communication
Patterson, M. L., Fridlund, A. J., & Crivelli, C. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916221148142 · Cited by 89
“In some respects, aspiring to prove universality in facial expressions—an all-or-none proposition—was always a tall order, because so few cultures were ever studied (Nelson & Russell, 2013; Russell, 1994), and because behavioral traits tend to show much more variation than morphological ones.”
BackgroundCohn, J. F., & Sayette, M. A. (2010) · Behavior Research Methods · doi:10.3758/brm.42.4.1079 · Cited by 55
“It is central to several leading theories of emotion (Ekman, 1992; Izard, 1977; Tomkins, 1962) and has been the focus of at times heated debate about issues in emotion science (Ekman, 1994; Fridlund, 1994; Russell, 1994).”
BackgroundMeaux, E., & Vuilleumier, P. O. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.07.004 · Cited by 60
“In particular, happy expressions are dominated by the smile (Leppanën & Hietanen, 2007; Russell, 1994; Smith et al., 2005), whereas anger is more balanced between the two halves of the face (Calvo, Fernandez-Martin, & Nummenmaa, 2014; Calvo & Marrero, 2009; Kohler et al., 2004), as found in our AC…”
Is ☺ Smiling? Cross-Cultural Study on Recognition of Emoticon’s Emotion
Takahashi, K., Oishi, T., & Shimada, M. (2017) · Journal of Cross-Cultural Psychology · doi:10.1177/0022022117734372 · Cited by 60
“Cultural universality versus cultural dependency of emotion and facial expression is one of the long-lasting debates (Brown, 1991; Russell, 1994).”
BackgroundAssessing self-conscious emotions: A review of self-report and nonverbal measures.
Robins, R. W., Noftle, E. E., & Tracy, J. L. (2007) · Cited by 55
Recognizing Emotions through Facial Expressions: A Largescale Experimental Study
Dores, A. R., Barbosa, F., Queirós, C. M. L., Carvalho, I. P., & Griffiths, M. D. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17207420 · Cited by 63
Deckert, M., Schmoeger, M., Auff, E., & Willinger, U. (2019) · Psychological Research · doi:10.1007/s00426-019-01197-z · Cited by 61
“…Michaela Schmoeger michaela.schmoeger@meduniwien.ac.at Eduard Auff eduard.auff@meduniwien.ac.at Ulrike Willinger ulrike.willinger@meduniwien.ac.at 1 Department of Neurology, Medical University of Vienna, Waehringer Guertel 18-20, 1090 Vienna, Austria 1 3 (Russell, 1994).”
BackgroundLateralisation of perceptual processing of pro- and anti-social emotions displayed in chimeric faces
Workman, L., Peters, S., & Taylor, S. (2000) · Laterality Asymmetries of Body Brain and Cognition · doi:10.1080/135765000406085 · Cited by 56
Rosenberg, H., Dethier, M., Kessels, R. P. C., Westbrook, R. F., & McDonald, S. (2015) · Neuropsychology · doi:10.1037/neu0000171 · Cited by 63
Emotion recognition, emotional awareness and cognitive bias in individuals with bulimia nervosa
Legenbauer, T., Vocks, S., & Rüddel, H. (2008) · Journal of Clinical Psychology · doi:10.1002/jclp.20483 · Cited by 53
Voy, S. K. L., Pedersen, W. C., Reitz, J. M., Brauch, A. A., Luxenberg, T., & Nofsinger, C. C. (2001) · School Psychology International · doi:10.1177/0143034301221005 · Cited by 53
Judgments of subtle facial expressions of emotion.
Matsumoto, D., & Hwang, H. C. (2014) · Emotion · doi:10.1037/a0035237 · Cited by 53
Gosselin, P., & Larocque, C. (2000) · The Journal of Genetic Psychology · doi:10.1080/00221320009596717 · Cited by 53
Processing valence and intensity of infant expressions: The roles of expertise and gender
Proverbio, A. M., Matarazzo, S., Brignone, V., Zotto, M. D., & Zani, A. (2007) · Scandinavian Journal of Psychology · doi:10.1111/j.1467-9450.2007.00616.x · Cited by 55
Emotions, individual differences and time course: Reflections
Frijda, N. (2009) · Cognition & Emotion · doi:10.1080/02699930903093276 · Cited by 67
“Human facial expressions posed to represent different emotions are, under favourable circumstances, recognised better than chance, and sometimes much better (Russell, 1994).”
BackgroundFilial versus romantic love: Contributions from peripheral and central electrophysiology
Guerra, P. M., Campagnoli, R. R., Vico, C., Volchan, E., Anllo‐Vento, L., & Vila, J. (2011) · Biological Psychology · doi:10.1016/j.biopsycho.2011.08.002 · Cited by 52
Abdullah, S., Murnane, E. L., Costa, J. M. D. R., & Choudhury, T. (2015) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2675133.2675186 · Cited by 53
The Umeå University Database of Facial Expressions: A Validation Study
Samuelsson, H., Jarnvik, K., Henningsson, H., Andersson, J., & Carlbring, P. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2196 · Cited by 52
“Naturally produced facial expressions can be perceived as more authentic, but the variation within the same expression may be greater [22], and this could be regarded as a background variable in scientific experiments [1].”
BackgroundInfluentialEmotion categories and dimensions in the facial communication of affect: An integrated approach.
Méhu, M., & Scherer, K. R. (2015) · Emotion · doi:10.1037/a0039416 · Cited by 58
Discovering cultural differences (and similarities) in facial expressions of emotion
Chen, C., & Jack, R. E. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.06.010 · Cited by 52
Songa, G., Slabbinck, H., Vermeir, I., & Russo, V. (2018) · Food Quality and Preference · doi:10.1016/j.foodqual.2018.04.008 · Cited by 56
Picou, E. M., Singh, G., Goy, H., Russo, F., Hickson, L. M. H., Oxenham, A. J., Buono, G. H., Ricketts, T. A., & Launer, S. (2018) · Trends in Hearing · doi:10.1177/2331216518803215 · Cited by 55
“This method is able to reliably code valence, but, in general, the measures are not particularly robust when evaluating arousal (Bonanno & Keltner, 2004; Russell, 1994).”
MethodYang, K., Wang, C., Sarsenbayeva, Z., Tag, B., Dingler, T., Wadley, G., & Gonçalves, J. (2020) · The Visual Computer · doi:10.1007/s00371-020-01881-x · Cited by 57
Gender Differences in Nonverbal Correlates of Social Status
Coats, E. J., & Feldman, R. S. (1996) · Personality and Social Psychology Bulletin · doi:10.1177/01461672962210004 · Cited by 52
Schiano, D. J., Ehrlich, S. M., Rahardja, K., & Sheridan, K. (2000) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/332040.332430 · Cited by 52
Emotion perception in Hadza hunter-gatherers
Gendron, M., Hoemann, K., Crittenden, A. N., Mangola, S. M., Ruark, G. A., & Barrett, L. F. (2020) · Scientific Reports · doi:10.1038/s41598-020-60257-2 · Cited by 52
Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications
Hernandez, J., Lovejoy, J., McDuff, D., Suh, J., O'Brien, T., Sethumadhavan, A., Greene, G., Picard, R. W., & Czerwinski, M. P. (2021) · International Conference on Affective Computing and Intelligent Interaction and workshops · doi:10.1109/acii52823.2021.9597452 · Cited by 51
“However, emotion theory continues to evolve and be hotly debated [69], [70].”
BackgroundRecognition of emotion with temporal lobe epilepsy and asymmetrical amygdala damage
Fowler, H. L., Baker, G. A., Tipples, J., Hare, D. J., Keller, S. S., Chadwick, D. W., & Young, A. W. (2006) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2006.04.013 · Cited by 55
Smith, H. W., & Schneider, A. (2009) · Sociological Methods & Research · doi:10.1177/0049124109335790 · Cited by 51
False recognition of facial expressions of emotion: causes and implications.
Fernández-Dols, J., Carrera, P., Barchard, K., & Gacitua, M. (2008) · Emotion · doi:10.1037/a0012724 · Cited by 49
Prior experience as a stimulus category confound: an example using facial expressions of emotion
Somerville, L. H., & Whalen, P. J. (2006) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsl040 · Cited by 51
The Detection of Deception: The Effects of First and Second Language on Lie Detection Ability
Hiu-wan, K. C., & Broadhurst, R. G. (2005) · Psychiatry Psychology and Law · doi:10.1375/pplt.2005.12.1.107 · Cited by 60
User and context adaptive neural networks for emotion recognition
Caridakis, G., Karpouzis, K. C., & Kollias, S. (2008) · Neurocomputing · doi:10.1016/j.neucom.2007.11.043 · Cited by 51
Manstead, A. S. R., Lea, M., & Goh, J. M. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511977589.009 · Cited by 53
Accuracy and projection in perceptions of partners’ recent emotional experiences: Both minds matter.
Clark, M. S., Culin, K. R. V., Clark‐Polner, E., & Lemay, E. P. (2016) · Emotion · doi:10.1037/emo0000173 · Cited by 54
ISLA: Temporal Segmentation and Labeling for Audio-Visual Emotion Recognition
Kim, Y., & Provost, E. M. (2017) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2017.2702653 · Cited by 54
Moors, A. (2012) · Consciousness & emotion book series · doi:10.1075/ceb.7.13moo · Cited by 50
Facial expression recognition in virtual reality environments: challenges and opportunities
Zhang, Z., Mir, J. M. F., & Mateu, L. G. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1280136 · Cited by 50
“Parallelly, Emotion Recognition technology has undergone transformative phases, evolving from rudimentary self-reporting methods, which were often influenced by personal biases and cultural nuances (Mesquita and Frijda, 1992; Russell, 1994), to sophisticated deep learning models.”
BackgroundEmotion in Language and Speech: Methodological Issues in Naturalistic Approaches
Greasley, P., Sherrard, C., & Waterman, M. G. (2000) · Language and Speech · doi:10.1177/00238309000430040201 · Cited by 50
Morphed facial expressions elicited a N400 ERP effect: A domain‐specific semantic module?
Balconi, M., & Pozzoli, U. (2005) · Scandinavian Journal of Psychology · doi:10.1111/j.1467-9450.2005.00478.x · Cited by 50
Measuring Emotions Toward Wildlife: A Review of Generic Methods and Instruments
Jacobs, M. H., Fehres, P., & Campbell, M. (2012) · Human Dimensions of Wildlife · doi:10.1080/10871209.2012.680175 · Cited by 56
“PAD Dimensions: Pleasure, arousal, dominance 18 (6 for each dimension) Mehrabian & Russell (1974) D ow nl oa de d by [ W ag en in ge n U R L ib ra ry ] at 0 5: 41 2 9 Ja nu ar y 20 13”
BackgroundConstraint-Based Model for Synthesis of Multimodal Sequential Expressions of Emotions
Niewiadomski, R., Hyniewska, S., & Pelachaud, C. (2011) · IEEE Transactions on Affective Computing · doi:10.1109/t-affc.2011.5 · Cited by 53
“As it might be argued [33] that a correct recognition of a”
BackgroundYrizarry, N., Matsumoto, D., & Wilson‐Cohn, C. (1998) · Motivation and Emotion · doi:10.1023/a:1021304407227 · Cited by 50
Self: A Cultural Psychological Perspective
Kitayama, S., & Karasawa, M. (1995) · THE JAPANESE JOURNAL OF EXPERIMENTAL SOCIAL PSYCHOLOGY · doi:10.2130/jjesp.35.133 · Cited by 50
Communicating emotion in everyday life
Planalp, S. (1996) · Elsevier eBooks · doi:10.1016/b978-012057770-5/50004-7 · Cited by 50
Bond, C. F., & Atoum, A. O. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/0146167200265010 · Cited by 50
Tcherkassof, A., Bollon, T., Dubois, M., Pansu, P., & Adam, J. (2007) · European Journal of Social Psychology · doi:10.1002/ejsp.427 · Cited by 62
Gutiérrez‐Maldonado, J., Rus‐Calafell, M., & González-Conde, J. (2013) · Virtual Reality · doi:10.1007/s10055-013-0236-7 · Cited by 49
“As mentioned by Russell (1994), observers watching a facial movement automatically infer the situation, internal feelings and the action.”
BackgroundWeth, K., Raab, M. H., & Carbon, C. (2015) · Musicae Scientiae · doi:10.1177/1029864915606796 · Cited by 53
“For an extensive critical view and a reflection on the shortcomings of these classic findings of emotional psychology, we like to refer to Russell (1994) and Nelson and Russell (2013).”
BackgroundMaack, J., Bohne, A., Nordahl, D., Livsdatter, L., Lindahl, Å. A. W., Øvervoll, M., Wang, C. E. A., & Pfuhl, G. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00409 · Cited by 49
“Further, as the TIF database only contains Caucasian infants, the findings could be less applicable for non-Caucasian target groups (Russell, 1994).”
BackgroundLange, J., & Zickfeld, J. (2021) · Emotion Review · doi:10.1177/1754073920988787 · Cited by 57
“Evidence widely supports that emotions are experienced and expressed differently across and within individuals, cultures, and historical time points (e.g., Averill, 1983; Crivelli et al., 2016; Jack et al., 2012; Kuppens & Tong, 2010; Russell, 1994).”
BackgroundEmotion Elicitor or Emotion Messenger?
Ruys, K. I., & Stapel, D. A. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02128.x · Cited by 49
“Volume 19—Number 6 593Copyright r 2008 Association for Psychological Science RE TR AC TE D Facial expressions also have a different function, namely, that of emotion messenger (see Ekman, 1992; Fridlund, 1994; Izard, 1994; Jakobs, Fischer,&Manstead, 1997;Keltner&Haidt, 1999; Russell, 1994).”
RetractedAn expert system for multiple emotional classification of facial expressions
Pantic, M., & Rothkrantz, L. J. M. (2003) · Proceedings 11th International Conference on Tools with Artificial Intelligence · doi:10.1109/tai.1999.809775 · Cited by 48
Large-Scale Observational Evidence of Cross-Cultural Differences in Facial Behavior
McDuff, D., Girard, J. M., & Kaliouby, R. E. (2017) · Journal of Nonverbal Behavior · doi:10.1007/s10919-016-0244-x · Cited by 60
A probabilistic map of emotional experiences during competitive social interactions
Heffner, J., & FeldmanHall, O. (2022) · Nature Communications · doi:10.1038/s41467-022-29372-8 · Cited by 46
“…a forced-choice design can at times be a useful tool, it necessitates that participants ’ responses align with the expectations of the experimenters 54 , and it may in fl ate the importance of certain emotions according to social norm theory (e.g., “ I ought to feel angry after being treated…”
BackgroundChildren's understanding of emotion in dance
Lagerlöf, I., & Djerf, M. (2008) · European Journal of Developmental Psychology · doi:10.1080/17405620701438475 · Cited by 48
“However, it has been discussed whether a multiple-choice method should be supplemented with a ‘‘none of the above’’ alternative in order to pick up uncertain responses that would otherwise have to be allocated to one of the given alternatives (Frank & Stennet, 2001; Russel, 1994).”
MethodAffective facial expressions recognition for human-robot interaction
Faria, D. R., Vieira, M., Faria, F. C. C., & Premebida, C. (2017) · IEEE RO-MAN · doi:10.1109/roman.2017.8172395 · Cited by 48
Rule, N. O., Ishii, K., Ambady, N., Rosen, K. S., & Hallett, K. C. (2011) · Personality and Social Psychology Bulletin · doi:10.1177/0146167211415630 · Cited by 47
“Sporer (2001) provides a review of the use of signal detection in social cognition and perception.”
BackgroundYan, X., Andrews, T. J., Jenkins, R., & Young, A. W. (2016) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2016.1146312 · Cited by 47
“…been criticized as overestimating the degree of agreement (because expressions about which the participant is uncertain have to be assigned to the category forming the closest approximation) and because there may be problems in translating emotion labels (Matsumoto & Assar, 1992; Russell, 1994).”
BackgroundByun, S.-W., & Lee, S.-P. (2021) · Applied Sciences · doi:10.3390/app11041890 · Cited by 50
Heine, S. J. (2010) · Wiley eBooks · doi:10.1002/9780470561119.socpsy002037 · Cited by 48
Gender and Job Status as Contextual Cues for the Interpretation of Facial Expression of Emotion
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Pain communication through body posture: The development and validation of a stimulus set
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Words are a context for mental inference.
Betz, N., Hoemann, K., & Barrett, L. F. (2019) · Emotion · doi:10.1037/emo0000510 · Cited by 48
“…words and their associated conceptual knowledge provide an unintended context for establishing above-chance levels of agreement that serve as estimates of ‘accuracy’ (for reviews, see Barrett, 2011; Barrett, Lindquist, & Gendron, 2007; Gendron, Mesquita, & Barrett, 2013; Russell, 1994).”
BackgroundMethodWhat Is Complex/Emotional About Emotional Complexity?
Berríos, R. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01606 · Cited by 61
“Although facial expressions are not a definitive hallmark of the presence of a particular emotion (e.g., Russell, 1994), these are certainly an important marker of emotional experience in the literature (Keltner et al., 2003).”
BackgroundFacial expression of pain in Nellore and crossbred beef cattle
Müller, B. R., Soriano, V. S., Bellio, J. C. B., & Molento, C. F. M. (2019) · Journal of Veterinary Behavior · doi:10.1016/j.jveb.2019.07.007 · Cited by 46
Political attitudes: Interactions of cognition and affect
Way, B. M., & Masters, R. D. (1996) · Motivation and Emotion · doi:10.1007/bf02251887 · Cited by 43
An Emotional Road to Sustainability: How Affective Science Can Support pro-Climate Action
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“The debate around the universality of emotions has been long-standing, including the increasing recognition that the expression and interpretation of even basic emotions are culturally sensitive (Jack et al., 2012; Russell, 1994).”
BackgroundPreparing medical students to become skilled at clinical observation
Boudreau, J. D., Cassell, E. J., & Fuks, A. (2008) · Medical Teacher · doi:10.1080/01421590802331446 · Cited by 45
Detecting Genuine and Deliberate Displays of Surprise in Static and Dynamic Faces
Zloteanu, M., Krumhuber, E. G., & Richardson, D. C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01184 · Cited by 45
Legal blame: how jurors think and talk about accidents
(2000) · Choice Reviews Online · doi:10.5860/choice.38-2417 · Cited by 46
Children's and adults’ understanding of the “disgust face”
Widen, S. C., & Russell, J. A. (2008) · Cognition & Emotion · doi:10.1080/02699930801906744 · Cited by 45
Self-citation
Metadata
- Authors
- Russell, J. A.
- Affiliations
- University of British Columbia (CA)
- Corresponding author
- Russell, James A.
- ORCID
- Russell, James A.
- Venue
- Psychological Bulletin
- Published
- 1994
- Volume
- 115
- Issue
- 1
- Pages
- 102-141
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W1975238145
- Cited by
- 1,640
- References
- 168
- Citations by year
- 2026: 39 · 2025: 49 · 2024: 58 · 2023: 73 · 2022: 76 · 2021: 77 · 2020: 65 · 2019: 107 · 2018: 80 · 2017: 78 · 2016: 82 · 2015: 72 · 2014: 67 · 2013: 77 · 2012: 66
- FWCI
- 12.66
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Social Sciences › Psychology › Social Psychology › Cultural Differences and Values
- Physical Sciences › Computer Science › Artificial Intelligence › Emotion and Mood Recognition
- Keywords
- facial expressions, emotion recognition, universal emotions, cross-cultural comparison, within-subjects design, ecological validity, convergent validity, internal validity, emotion labels, cultural variation in emotion
- MeSH terms
- Cross-Cultural Comparison, Discrimination, Psychological, Emotions, Facial Expression, Humans, Judgment, Research Design, Visual Perception
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