Perceptions of emotion from facial expressions are not culturally universal: Evidence from a remote culture
Open accessAbstract
It is widely believed that certain emotions are universally recognized in facial expressions. Recent evidence indicates that Western perceptions (e.g., scowls as anger) depend on cues to U.S. emotion concepts embedded in experiments. Because such cues are standard features in methods used in cross-cultural experiments, we hypothesized that evidence of universality depends on this conceptual context. In our study, participants from the United States and the Himba ethnic group from the Keunene region of northwestern Namibia sorted images of posed facial expressions into piles by emotion type. Without cues to emotion concepts, Himba participants did not show the presumed "universal" pattern, whereas U.S. participants produced a pattern with presumed universal features. With cues to emotion concepts, participants in both cultures produced sorts that were closer to the presumed "universal" pattern, although substantial cultural variation persisted. Our findings indicate that perceptions of emotion are not universal, but depend on cultural and conceptual contexts.
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.
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
Algorithm AS 136: A K-Means Clustering Algorithm
Hartigan, J. A., & Wong, M. A. (1979) · Applied Statistics · doi:10.2307/2346830 · Cited by 14,523 · see citing works
Amazon's Mechanical Turk: A New Source of Inexpensive, Yet High-Quality, Data?
Buhrmester, M., Kwang, T., & Gosling, S. D. (2011) · Perspectives on Psychological Science · doi:10.1177/1745691610393980 · Cited by 9,996 · 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
A Statistical Method for Evaluating Systematic Relationships
Sokal, R. R., & Michener, C. D. (1958) · Biodiversity Heritage Library (Smithsonian Institution) · doi:10.5281/zenodo.16435756 · Cited by 4,432 · see citing works
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 · cited 1× · see citing works
“…not natural kinds, particularly in light of emerging evidence that central (Lindquist, Wager, Kober, Bliss-Moreau, & Barrett, 2012) and peripheral (Kreibig, 2010) measurements do not reveal consistent, diagnostic markers of distinct emotional states (Barrett, 2006) and that consistency in brain…”
Aldenderfer, M. S. (1984) · Cited by 2,502 · 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
Self-citationUniversals and cultural differences in facial expressions of emotion.
Ekman, P. (1972) · Medical Entomology and Zoology · Cited by 2,232 · see citing works
On the universality and cultural specificity of emotion recognition: a meta-analysis
Elfenbein, H. A., & Ambady, N. (2002) · Psychological Bulletin · doi:10.1037/0033-2909.128.2.203 · Cited by 2,049 · 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
Self-citationWhat do people think they're doing? Action identification and human behavior.
Vallacher, R. R., & Wegner, D. M. (1987) · Psychological Review · doi:10.1037/0033-295x.94.1.3 · Cited by 1,802 · see citing works
Russell, J. A. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.115.1.102 · Cited by 1,640 · see citing works
What is Meant by Calling Emotions Basic
Ekman, P., & Cordaro, D. T. (2011) · Emotion Review · doi:10.1177/1754073911410740 · Cited by 1,348 · see citing works
Ekman, P., & Oster, H. (1979) · Annual Review of Psychology · doi:10.1146/annurev.ps.30.020179.002523 · Cited by 1,197 · see citing works
Innate and universal facial expressions: evidence from developmental and cross-cultural research.
Izard, C. (1994) · Psychological bulletin · doi:10.1037/0033-2909.115.2.288 · Cited by 949 · see citing works
Facial expressions of emotion are not culturally universal
Jack, R. E., Garrod, O. G. B., Yu, H., Caldara, R., & Schyns, P. G. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1200155109 · Cited by 940 · see citing works
Barrett, L. F., Mesquita, B., & Gendron, M. (2011) · Current Directions in Psychological Science · doi:10.1177/0963721411422522 · Cited by 935 · see citing works
Self-citationPsychological universals: what are they and how can we know?
Norenzayan, A., & Heine, S. J. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.5.763 · Cited by 820 · see citing works
Cross-cultural recognition of basic emotions through nonverbal emotional vocalizations
Sauter, D. A., Eisner, F., Ekman, P., & Scott, S. K. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0908239106 · Cited by 789 · see citing works
Language as context for the perception of emotion
Barrett, L. F., Lindquist, K. A., & Gendron, M. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.06.003 · Cited by 705 · see citing works
Self-citationIn bad taste: evidence for the oral origins of moral disgust
Chapman, H. A., Kim, D. A., Susskind, J. M., & Anderson, A. K. (2009) · Science · doi:10.1126/science.1165565 · Cited by 691 · see citing works
Gur, R. C., Šára, R., Hagendoorn, M., Marom, O., Hughett, P., Macy, L., Turner, T. H., Bajcsy, R., Posner, A., & Gur, R. E. (2002) · Journal of Neuroscience Methods · doi:10.1016/s0165-0270(02)00006-7 · Cited by 647 · see citing works
Expressing fear enhances sensory acquisition.
Susskind, J. M., Lee, D. H., Cusi, A., Feiman, R., Grabski, W., & Anderson, A. K. (2008) · Nature Neuroscience · doi:10.1038/nn.2138 · Cited by 595 · see citing works
Barrett, L. F. (2012) · Emotion · doi:10.1037/a0027555 · Cited by 503 · see citing works
Self-citationValence focus and arousal focus: Individual differences in the structure of affective experience.
Barrett, L. F. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.69.1.153 · Cited by 463 · see citing works
Self-citationGrounding emotion in situated conceptualization
Wilson‐Mendenhall, C. D., Barrett, L. F., Simmons, W. K., & Barsalou, L. W. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.12.032 · Cited by 434 · see citing works
Self-citationAmerican-Japanese cultural differences in intensity ratings of facial expressions of emotion
Matsumoto, D., & Ekman, P. (1989) · Motivation and Emotion · doi:10.1007/bf00992959 · Cited by 425 · 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
Self-citationElfenbein, H. A., Beaupré, M. G., Lévesque, M., & Heß, U. (2007) · Emotion · doi:10.1037/1528-3542.7.1.131 · Cited by 404 · see citing works
The Future of Psychology: Connecting Mind to Brain
Barrett, L. F. (2009) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2009.01134.x · Cited by 347 · see citing works
Self-citationEmotion 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
Self-citationUniversals and Cultural Differences in Recognizing Emotions
Elfenbein, H. A., & Ambady, N. (2003) · Current Directions in Psychological Science · doi:10.1111/1467-8721.01252 · Cited by 333 · see citing works
Language and the perception of emotion.
Lindquist, K. A., Barrett, L. F., Bliss‐Moreau, E., & Russell, J. A. (2006) · Emotion · doi:10.1037/1528-3542.6.1.125 · Cited by 326 · see citing works
Self-citationWhat Are Emotion Expressions For?
Shariff, A. F., & Tracy, J. L. (2011) · Current Directions in Psychological Science · doi:10.1177/0963721411424739 · Cited by 322 · see citing works
What do i think you're doing? Action identification and mind attribution.
Kozak, M. N., Marsh, A. A., & Wegner, D. M. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.90.4.543 · Cited by 275 · 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
Self-citation和多田, 淳. (1993) · Journal of Japan Society for Fuzzy Theory and Intelligent Informatics · doi:10.3156/jfuzzy.5.2_292_2 · Cited by 239 · see citing works
Facial expressions of emotion: What lies beyond minimal universality?
Russell, J. A. (1995) · Psychological Bulletin · doi:10.1037/0033-2909.118.3.379 · Cited by 230 · see citing works
(2008) · Cited by 193 · see citing works
Emotion perception, but not affect perception, is impaired with semantic memory loss.
Lindquist, K. A., Gendron, M., Barrett, L. F., & Dickerson, B. C. (2014) · Emotion · doi:10.1037/a0035293 · Cited by 181 · see citing works
Self-citationSpunt, R. P., & Lieberman, M. D. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.10.005 · Cited by 149 · see citing works
Cultural Relativity in Perceiving Emotion From Vocalizations
Gendron, M., Roberson, D. D., van der Vyver, J. M., & Barrett, L. F. (2014) · Psychological Science · doi:10.1177/0956797613517239 · Cited by 143 · see citing works
Self-citationZaki, J., Hennigan, K. M., Weber, J., & Ochsner, K. N. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.0382-10.2010 · Cited by 141 · see citing works
Roberson, D. D., Davidoff, J. B., & Braisby, N. (1999) · Cognition · doi:10.1016/s0010-0277(99)00013-x · Cited by 136 · see citing works
Self-citationAirport security: Intent to deceive?
Weinberger, S. (2010) · Nature · doi:10.1038/465412a · Cited by 134 · see citing works
Differentiation in preschooler's categories of emotion.
Widen, S. C., & Russell, J. A. (2010) · Emotion · doi:10.1037/a0019005 · Cited by 130 · see citing works
Categorical perception of facial expressions: Evidence for a “category adjustment” model
Roberson, D., Damjanovic, L., & Pilling, M. (2007) · Memory & Cognition · doi:10.3758/bf03193512 · Cited by 117 · see citing works
Self-citationThe psychological construction of emotion
Barrett, L. F. (2011) · PsycEXTRA Dataset · doi:10.1037/e634112013-014 · Cited by 94 · see citing works
Self-citationTesting an associative account of semantic satiation
Tian, X., & Huber, D. E. (2010) · Cognitive Psychology · doi:10.1016/j.cogpsych.2010.01.003 · Cited by 63 · see citing works
Barrett, L. F., & Satpute, A. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.12.012 · Cited by 58 · see citing works
Self-citationThe conceptual act theory: a road map
Barrett, L. F., Wilson‐Mendenhall, C. D., & Barsalou, L. W. (2014) · Cited by 54 · see citing works
Self-citationWiden, S. C., Christy, A. M., Hewett, K., & Russell, J. A. (2010) · Cognition & Emotion · doi:10.1080/02699931.2010.508270 · Cited by 53 · see citing works
Empathy and emotion recognition in semantic dementia: A case report
Calabria, M., Cotelli, M., Adenzato, M., Zanetti, O. O., & Miniussi, C. (2009) · Brain and Cognition · doi:10.1016/j.bandc.2009.02.009 · Cited by 52 · see citing works
Gordon, A. D., Coxon, A. P. M., & Davies, P. M. (1983) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2987947 · Cited by 51 · see citing works
Culture and the Expression of Emotion
Sorenson, E. R. (1975) · Mouton eBooks · doi:10.1515/9783110802818.361 · Cited by 43 · see citing works
Reduced Distractibility in a Remote Culture
de Fockert, J. W., Caparos, S., Linnell, K. J., & Davidoff, J. B. (2011) · PLoS ONE · doi:10.1371/journal.pone.0026337 · Cited by 33 · see citing works
Credibility Assessment at Portals
Honts, C. R., & Hartwig, M. (2014) · Elsevier eBooks · doi:10.1016/b978-0-12-394433-7.00002-6 · Cited by 10 · see citing works
Flagged first, then by citations
2 of the 59 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Tomkins SS Affect, Imagery, Consciousness 1962 Vol. 1 New York Springer
- Tomkins SS Affect, Imagery, Consciousness 1963 Vol. 2 New York Springer
Cited by
Sorted by citations
Emotional expressions reconsidered: Challenges to inferring emotion from human facial movements
Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D. (2019) · Psychological Science in the Public Interest · doi:10.1177/1529100619832930 · Cited by 1,748 · see citing works
Self-citationThe theory of constructed emotion: an active inference account of interoception and categorization
Barrett, L. F. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsw154 · Cited by 1,426 · see citing works
“…with other animals, when there is ample evidence from linguistics, anthropology and psychology that these categories do not offer a robust, universal framework for comparing humans of different cultures (Russell, 1991; Gendron et al. , 2014a,b, 2015; Wierzbicka, 2014; Crivelli et al. , 2016).”
Self-citationThe theory of constructed emotion: an active inference account of interoception and categorization
Barrett, L. F. (2017) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsx060 · Cited by 950 · see citing works
“…humans with other animals, when there is ample evidence from linguistics, anthropology and psychology that these categories do not offer a robust, universal framework for comparing humans of different cultures (Russell, 1991; Gendron et al., 2014a,b, 2015; Wierzbicka, 2014; Crivelli et al., 2016).”
Self-citationSiegel, 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
Self-citationThe 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
Emotion Perception from Face, Voice, and Touch: Comparisons and Convergence
Schirmer, A., & Adolphs, R. (2017) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2017.01.001 · Cited by 383 · see citing works
Facial Displays Are Tools for Social Influence
Crivelli, C., & Fridlund, A. J. (2018) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.02.006 · Cited by 334 · see citing works
Mesquita, B., Vissers, N., & Leersnyder, J. D. (2015) · Elsevier eBooks · doi:10.1016/b978-0-08-097086-8.24012-9 · Cited by 315 · see citing works
Perceptual and affective mechanisms in facial expression recognition: An integrative review
Calvo, M. G., & Nummenmaa, L. (2015) · Cognition & Emotion · doi:10.1080/02699931.2015.1049124 · Cited by 294 · see citing works
Jonauskaitė, D., Abu-Akel, A. M., Dael, N., Oberfeld, D., Abdel‐Khalek, A. M., Al-rasheed, A. S., Antonietti, J., Bogushevskaya, V., Chamseddine, A., Chkonia, E. D., et al. (2020) · Psychological Science · doi:10.1177/0956797620948810 · Cited by 232 · see citing works
Mapping 24 emotions conveyed by brief human vocalization.
Cowen, A., Elfenbein, H. A., Laukka, P., & Keltner, D. J. (2018) · American Psychologist · doi:10.1037/amp0000399 · Cited by 213 · see citing works
Does Language Do More Than Communicate Emotion?
Lindquist, K. A., Satpute, A. B., & Gendron, M. (2015) · Current Directions in Psychological Science · doi:10.1177/0963721414553440 · Cited by 221 · see citing works
Self-citationUniversality reconsidered: Diversity in making meaning of facial expressions
Gendron, M., Crivelli, C., & Barrett, L. F. (2018) · Current Directions in Psychological Science · doi:10.1177/0963721417746794 · Cited by 205 · see citing works
Self-citationA 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
Emotion perception, but not affect perception, is impaired with semantic memory loss.
Lindquist, K. A., Gendron, M., Barrett, L. F., & Dickerson, B. C. (2014) · Emotion · doi:10.1037/a0035293 · Cited by 181 · see citing works
Self-citationHistorical pitfalls and new directions in the neuroscience of emotion
Barrett, L. F., & Satpute, A. B. (2019) · Neuroscience Letters · doi:10.1016/j.neulet.2017.07.045 · Cited by 180 · see citing works
Self-citationParsing fear: A reassessment of the evidence for fear deficits in psychopathy.
Hoppenbrouwers, S. S., Bulten, B. H., & Brazil, I. A. (2016) · Psychological Bulletin · doi:10.1037/bul0000040 · Cited by 180 · see citing works
Context is Everything (in Emotion Research)
Greenaway, K. H., Kalokerinos, E. K., & Williams, L. A. (2018) · Social and Personality Psychology Compass · doi:10.1111/spc3.12393 · Cited by 178 · see citing works
The Perception of Emotion in Artificial Agents
Hortensius, R., Hekele, F., & Cross, E. S. (2018) · IEEE Transactions on Cognitive and Developmental Systems · doi:10.1109/tcds.2018.2826921 · Cited by 170 · see citing works
The dot-probe task to measure emotional attention: A suitable measure in comparative studies?
Rooijen, R. P.-V., Ploeger, A., & Kret, M. E. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1224-1 · Cited by 165 · see citing works
A new science of emotion: implications for functional neurological disorder
Jungilligens, J., Paredes-Echeverri, S., Popkirov, S., Barrett, L. F., & Perez, D. L. (2022) · Brain · doi:10.1093/brain/awac204 · Cited by 164 · see citing works
Self-citationInside-Out: From Basic Emotions Theory to the Behavioral Ecology View
Crivelli, C., & Fridlund, A. J. (2019) · Journal of Nonverbal Behavior · doi:10.1007/s10919-019-00294-2 · Cited by 160 · see citing works
Emotional AI and EdTech: serving the public good?
McStay, A. (2019) · Learning Media and Technology · doi:10.1080/17439884.2020.1686016 · Cited by 151 · see citing works
The role of language in emotion: existing evidence and future directions
Lindquist, K. A. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.07.006 · Cited by 142 · see citing works
The primacy of categories in the recognition of 12 emotions in speech prosody across two cultures
Cowen, A., Laukka, P., Elfenbein, H. A., Liu, R., & Keltner, D. J. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0533-6 · Cited by 138 · see citing works
A new look at emotion perception: Concepts speed and shape facial emotion recognition.
Nook, E. C., Lindquist, K. A., & Zaki, J. (2015) · Emotion · doi:10.1037/a0039166 · Cited by 133 · see citing works
Schizotypy as An Organizing Framework for Social and Affective Sciences
Cohen, A. S., Möhr, C., Ettinger, U., Chan, R. C. K., & Park, S. (2015) · Schizophrenia Bulletin · doi:10.1093/schbul/sbu195 · Cited by 133 · see citing works
The cultural evolution of emotion
Lindquist, K. A., Jackson, J., Leshin, J., Satpute, A., & Gendron, M. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00105-4 · Cited by 112 · see citing works
Self-citationReading emotions from faces in two indigenous societies.
Crivelli, C., Jarillo, S., Russell, J. A., & Dols, J. M. F. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000172 · Cited by 123 · see citing works
Bio-behavioral synchrony promotes the development of conceptualized emotions
Atzil, S., & Gendron, M. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.07.009 · Cited by 120 · see citing works
Self-citationComputational Models of Emotion Inference in Theory of Mind: A Review and Roadmap
Ong, D. C., Zaki, J., & Goodman, N. D. (2018) · Topics in Cognitive Science · doi:10.1111/tops.12371 · Cited by 118 · see citing works
Navigating the Science of Emotion
Barrett, L. F. (2016) · Elsevier eBooks · doi:10.1016/b978-0-08-100508-8.00002-3 · Cited by 112 · see citing works
Self-citationSome considerations in the measurement of emotions in sensory and consumer research
Prescott, J. (2017) · Food Quality and Preference · doi:10.1016/j.foodqual.2017.04.005 · Cited by 107 · see citing works
The neuroscience of understanding the emotions of others
Spunt, R. P., & Adolphs, R. (2017) · Neuroscience Letters · doi:10.1016/j.neulet.2017.06.018 · Cited by 106 · see citing works
Recognizing spontaneous facial expressions of emotion in a small-scale society of Papua New Guinea.
Crivelli, C., Russell, J. A., Jarillo, S., & Dols, J. M. F. (2016) · Emotion · doi:10.1037/emo0000236 · Cited by 99 · see citing works
Hubscher-Davidson, S. (2017) · Routledge eBooks · doi:10.4324/9781315720388 · Cited by 114 · see citing works
Facial Expressions of Basic Emotions in Japanese Laypeople
Sato, W., Hyniewska, S., Minemoto, K., & Yoshikawa, S. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00259 · Cited by 91 · see citing works
Emotion Perception as Conceptual Synchrony
Gendron, M., & Barrett, L. F. (2018) · Emotion Review · doi:10.1177/1754073917705717 · Cited by 86 · see citing works
Self-citationTheoretical Approaches to Emotion and Its Measurement
Coppin, G., & Sander, D. (2016) · Elsevier eBooks · doi:10.1016/b978-0-08-100508-8.00001-1 · Cited by 83 · see citing works
Harm mediates the disgust-immorality link.
Schein, C., Ritter, R. S., & Gray, K. J. (2016) · Emotion · doi:10.1037/emo0000167 · Cited by 79 · see citing works
The recognition of 18 facial-bodily expressions across nine cultures.
Cordaro, D. T., Sun, R., Kamble, S. V., Hodder, N., Monroy, M., Cowen, A., Bai, Y., & Keltner, D. J. (2019) · Emotion · doi:10.1037/emo0000576 · Cited by 79 · see citing works
A Survey on Sentiment and Emotion Analysis for Computational Literary StudiesPreprint
Kim, E., & Klinger, R. (2018) · arXiv.org · doi:10.17175/2019_008 · Cited by 137 · see citing works
A survey on mobile affective computing
Politou, E., Alepis, E., & Patsakis, C. (2017) · Computer Science Review · doi:10.1016/j.cosrev.2017.07.002 · Cited by 77 · see citing works
Emotion-color associations in the context of the face
Thorstenson, C. A., Elliot, A. J., Pazda, A. D., Perrett, D. I., & Xiao, D. (2018) · Emotion · doi:10.1037/emo0000358 · Cited by 76 · see citing works
Gendron, M., Roberson, D. D., & Barrett, L. F. (2015) · Psychological Science · doi:10.1177/0956797614566659 · Cited by 76 · see citing works
Self-citationHuman Non-linguistic Vocal Repertoire: Call Types and Their Meaning
Anikin, A., Bååth, R. A., & Persson, T. (2017) · Journal of Nonverbal Behavior · doi:10.1007/s10919-017-0267-y · Cited by 74 · see citing works
Historical Migration Patterns Shape Contemporary Cultures of Emotion
Niedenthal, P. M., Rychlowska, M., Zhao, F., & Wood, A. (2019) · Perspectives on Psychological Science · doi:10.1177/1745691619849591 · Cited by 72 · see citing works
Emotional responses to tourism advertisements: the application of FaceReader™
Hadinejad, A., Moyle, B., Scott, N., & Kralj, A. (2018) · Tourism Recreation Research · doi:10.1080/02508281.2018.1505228 · Cited by 71 · see citing works
Vanneste, P., Jose Oramas, M., Verelst, T., Tuytelaars, T., Raes, A., Depaepe, F., & Noortgate, W. V. D. (2021) · Mathematics · doi:10.3390/math9030287 · Cited by 72 · see citing works
The ability to recognize dog emotions depends on the cultural milieu in which we grow up
Amici, F., Waterman, J. O., Kellermann, C. M., Karimullah, K., & Bräuer, J. (2019) · Scientific Reports · doi:10.1038/s41598-019-52938-4 · Cited by 65 · see citing works
Lost by definition: Why boredom matters for psychology and society
Westgate, E. C., & Steidle, B. (2020) · Social and Personality Psychology Compass · doi:10.1111/spc3.12562 · Cited by 65 · see citing works
Rhue, L. A. (2023) · Information Systems Research · doi:10.1287/isre.2019.0493 · Cited by 61 · see citing works
Quesque, F., Coutrot, A., Cox, S., de Souza, L. C., Báez, S., Cardona, J. F., Mulet‐Perreault, H., Flanagan, E. C., Neely‐Prado, A., Clarens, M. F., et al. (2022) · Neuropsychology · doi:10.1037/neu0000817 · Cited by 58 · see citing works
Moors, A. (2017) · Psychological Inquiry · doi:10.1080/1047840x.2017.1235900 · Cited by 58 · see citing works
Generality 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 · see citing works
Zielinski, M. J., & Veilleux, J. C. (2018) · Psychological Assessment · doi:10.1037/pas0000584 · Cited by 58 · see citing works
Lambert, A. J., Eadeh, F. R., & Hanson, E. J. (2019) · Advances in experimental social psychology · doi:10.1016/bs.aesp.2018.12.001 · Cited by 56 · see citing works
Rivers, S. E., Handley-Miner, I. J., Mayer, J. D., & Caruso, D. R. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108770422.030 · Cited by 56 · see citing works
Thagard, P. R. (2019) · doi:10.1093/oso/9780190678715.001.0001 · Cited by 55 · see citing works
Four Misconceptions About Nonverbal Communication
Patterson, M. L., Fridlund, A. J., & Crivelli, C. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916221148142 · Cited by 55 · see citing works
Pentaraki, A., & Burkholder, G. J. (2018) · European Journal of Open Distance and E-Learning · doi:10.1515/eurodl-2017-0001 · Cited by 59 · see citing works
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 55 · see citing works
Cue Reactivity in Nicotine and Alcohol Addiction: A Cross-Cultural View
Lv, W., Wu, Q., Liu, X., Chen, Y., Song, H., Yang, L., & Zhang, X. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01335 · Cited by 54 · see citing works
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 · see citing works
Self-citationThe process of emotion identification: Considerations for psychiatric disorders
Morie, K. P., Crowley, M. J., Mayes, L. C., & Potenza, M. N. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.01.053 · Cited by 57 · see citing works
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 · see citing works
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 51 · see citing works
der Donck, S. V., Dzhelyova, M. P., Vettori, S., Thielen, H., Steyaert, J. G., Rossion, B., & Boets, B. (2019) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-019-04172-0 · Cited by 50 · see citing works
Developmental changes in the primacy of facial cues for emotion recognition.
Leitzke, B. T., & Pollak, S. D. (2016) · Developmental Psychology · doi:10.1037/a0040067 · Cited by 50 · see citing works
Stylistic humor across modalities
Πιατά, Ά. (2019) · Internet Pragmatics · doi:10.1075/ip.00031.pia · Cited by 49 · see citing works
The Odor Context Facilitates the Perception of Low-Intensity Facial Expressions of Emotion
Leleu, A., Demily, C., Nicolas Franck, B., Durand, K., Schaal, B., & Baudouin, J. (2015) · PLoS ONE · doi:10.1371/journal.pone.0138656 · Cited by 49 · see citing works
Other Than the Sum: Hispanic and Middle Eastern Categorizations of Black–White Mixed-Race Faces
Nicolás, G., Skinner, A. L., & Dickter, C. L. (2018) · Social Psychological and Personality Science · doi:10.1177/1948550618769591 · Cited by 49 · see citing works
Words are a context for mental inference.
Betz, N., Hoemann, K., & Barrett, L. F. (2019) · Emotion · doi:10.1037/emo0000510 · Cited by 45 · see citing works
Self-citationThe origins of mindreading: how interpretive socio-cognitive practices get off the ground
Fenici, M., & Zawidzki, T. W. (2020) · Synthese · doi:10.1007/s11229-020-02577-4 · Cited by 46 · see citing works
Cherbonnier, A., & Michinov, N. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106689 · Cited by 45 · see citing works
The Theory of Constructed Emotion: More Than a Feeling
Barrett, L. F., Atzil, S., Bliss‐Moreau, E., Chanes, L., Gendron, M., Hoemann, K., Katsumi, Y., Kleckner, I. R., Lindquist, K. A., Quigley, K. S., et al. (2025) · Perspectives on Psychological Science · doi:10.1177/17456916251319045 · Cited by 55 · see citing works
Self-citationHistoriography, affect, and the neurosciences.
McGrath, L. S. (2016) · History of Psychology · doi:10.1037/hop0000047 · Cited by 43 · see citing works
Psicologia das emoções: uma proposta integrativa para compreender a expressão emocional
Miguel, F. K. (2015) · Psico-USF · doi:10.1590/1413-82712015200114 · Cited by 43 · see citing works
Gebregergis, W. T., Huang, F., & Hong, J. (2020) · International Journal of Intercultural Relations · doi:10.1016/j.ijintrel.2020.08.008 · Cited by 42 · see citing works
The value of ambivalent emotions: a cross-cultural lexical analysis
Lomas, T. (2017) · Qualitative Research in Psychology · doi:10.1080/14780887.2017.1400143 · Cited by 41 · see citing works
Revisiting diversity: cultural variation reveals the constructed nature of emotion perception
Gendron, M. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.07.014 · Cited by 39 · see citing works
Self-citationUniversal facial expressions uncovered in art of the ancient Americas: A computational approach
Cowen, A., & Keltner, D. J. (2020) · Science Advances · doi:10.1126/sciadv.abb1005 · Cited by 39 · see citing works
Clinical Studies of Social Neuroscience: A Lesion Model Approach
Kumfor, F., Hazelton, J. L., Winter, F. D., de Langavant, L. C., & den Stock, J. V. (2017) · Springer eBooks · doi:10.1007/978-3-319-68421-5_12 · Cited by 36 · see citing works
Glikson, E., Rees, L. L., Wirtz, J., Kopelman, S., & Rafaeli, A. (2019) · Journal of Service Research · doi:10.1177/1094670519838623 · Cited by 37 · see citing works
Methods for Sociological Inquiry on Emotion in Educational Settings
Bellocchi, A. (2014) · Emotion Review · doi:10.1177/1754073914554775 · Cited by 36 · see citing works
Basic Emotions or Constructed Emotions: Insights From Taking an Evolutionary Perspective
van Heijst, K., Kret, M. E., & Ploeger, A. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916231205186 · Cited by 35 · see citing works
The emotion–facial expression link: evidence from human and automatic expression recognition
Tcherkassof, A., & Dupré, D. (2020) · Psychological Research · doi:10.1007/s00426-020-01448-4 · Cited by 34 · see citing works
Feelings and contexts: socioecological influences on the nonverbal expression of emotion
Niedenthal, P. M., Rychlowska, M., & Wood, A. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.07.025 · Cited by 34 · see citing works
Social Media Use in Crisis and Risk Communication
Hornmoen, H., & Backholm, K. (2018) · Emerald Group Publishing Limited eBooks · doi:10.1108/9781787562691 · Cited by 33 · see citing works
Mattioli, M., & Cabitza, F. (2024) · Machine Learning and Knowledge Extraction · doi:10.3390/make6040109 · Cited by 33 · see citing works
Context facilitates performance on a classic cross-cultural emotion perception task.
Hoemann, K., Crittenden, A. N., Mangola, S. M., Liu, Q., Li, C., Roberson, D. D., Ruark, G. A., Gendron, M., & Barrett, L. F. (2018) · Emotion · doi:10.1037/emo0000501 · Cited by 33 · see citing works
Self-citationIn the face of stress: Interpreting individual differences in stress-induced facial expressions
Mayo, L. M., & Heilig, M. A. (2019) · Neurobiology of Stress · doi:10.1016/j.ynstr.2019.100166 · Cited by 33 · see citing works
Appraisal Theories for Emotion Classification in Text
Hofmann, J., Troiano, E., Sassenberg, K., & Klinger, R. (2020) · International Conference on Computational Linguistics · doi:10.18653/v1/2020.coling-main.11 · Cited by 33 · see citing works
Journal of Clinical Research & Bioethics
Ebbesen, M., Andersen, S., & Pedersen, B. D. (2018) · Journal of Clinical Research & Bioethics · doi:10.4172/2155-9627 · Cited by 31 · see citing works
Language Is a Unique Context for Emotion Perception
Doyle, C. M., Gendron, M., & Lindquist, K. A. (2021) · Affective Science · doi:10.1007/s42761-020-00025-7 · Cited by 30 · see citing works
Self-citationCross-cultural emotion recognition and evaluation of Radboud faces database with an Indian sample
Mishra, M., Ray, S. B., & Srinivasan, N. (2018) · PLoS ONE · doi:10.1371/journal.pone.0203959 · Cited by 30 · see citing works
The Phenomenology of Between: An Intersubjective Epistemology for Psychological Science
Mascolo, M. F., & Kallio, E. K. (2019) · Journal of Constructivist Psychology · doi:10.1080/10720537.2019.1635924 · Cited by 30 · see citing works
Nelson, N. L., & Russell, J. A. (2016) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2016.02.012 · Cited by 29 · see citing works
Testing, explaining, and exploring models of facial expressions of emotions
Snoek, L., Jack, R. E., Schyns, P. G., Garrod, O., Mittenbühler, M., Chen, C., Oosterwijk, S., & Scholte, H. S. (2023) · Science Advances · doi:10.1126/sciadv.abq8421 · Cited by 28 · see citing works
- Authors
- Gendron, M., Roberson, D., van der Vyver, J. M., & Barrett, L. F.
- Affiliations
- Northeastern University (US)
- University of Essex (GB)
- Venue
- Emotion
- Published
- 2014
- Volume
- 14
- Issue
- 2
- Pages
- 251-262
- ISSN
- 1528-3542 (ISSN-L)
- 1931-1516
- PMC
- PMC4752367
- OpenAlex
- W1975731691
- Cited by
- 463
- References
- 59
- Citations by year
- 2026: 31 · 2025: 45 · 2024: 39 · 2023: 44 · 2022: 38 · 2021: 42 · 2020: 35 · 2019: 75 · 2018: 38 · 2017: 34 · 2016: 26 · 2015: 11 · 2014: 5
- FWCI
- 37.59
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Emotion (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Open Access at Essex (University of Essex) (submittedVersion)
- Funders
- National Institutes of Health (DP1OD003312)
- Topics
- Social Sciences › Psychology › Social Psychology › Cultural Differences and Values
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Keywords
- facial expressions, emotion perception, cultural universality, cross-cultural comparison, Himba, emotion concepts, emotion classification
- MeSH terms
- Adult, Cross-Cultural Comparison, Culture, Emotions, Facial Expression, Female, Humans, Male, Middle Aged, Namibia, Perception, United States
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