Universals and cultural differences in the judgments of facial expressions of emotion.

Ekman, Paul, Friesen, Wallace V., O'Sullivan, Maureen, Chan, Anthony, Diacoyanni-Tarlatzis, Irene, Heider, Karl, Krause, Rainer, LeCompte, William Ayhan, Pitcairn, Tom, Ricci-Bitti, Pio E., Scherer, Klaus, Tomita, Masatoshi, Tzavaras, Athanase·1987·Journal of Personality and Social Psychology

Abstract

We present here new evidence of cross-cultural agreement in the judgement of facial expression. Subjects in 10 cultures performed a more complex judgment task than has been used in previous cross-cultural studies. Instead of limiting the subjects to selecting only one emotion term for each expression, this task allowed them to indicate that multiple emotions were evident and the intensity of each emotion. Agreement was very high across cultures about which emotion was the most intense. The 10 cultures also agreed about the second most intense emotion signaled by an expression and about the relative intensity among expressions of the same emotion. However, cultural differences were found in judgments of the absolute level of emotional intensity.

Cites (13)

  1. Using multivariate statistics
    Barbara Gerson Tabachnick, Linda S. Fidell · 1983
  2. Constants across cultures in the face and emotion.
    Ekman, Paul, Friesen, Wallace V. · 1971 · Journal of Personality and Social Psychology
  3. Unmasking the face
    Paul Ekman, Wallace V. Friesen · 1975
  4. The Repertoire of Nonverbal Behavior: Categories, Origins, Usage, and Coding
    EKMAN, PAUL, FRIESEN, WALLACE V. · 1969 · Semiotica
  5. Universals and cultural differences in facial expressions of emotion.
    Paul Ekman · 1972 · Medical Entomology and Zoology
  6. Pan-cultural elements in facial displays of emotion
    Ekman, Paul, Sorenson, E. Richard, Friesen, Wallace V. · 1969 · Science
  7. Emotion in the Human Face: Guidelines for Research and an Integration of Findings
    Paul Ekman, Wallace V. Friesen, Phoebe C. Ellsworth · 1972
  8. Nebraska Symposium on Motivation, 1989.
    David H. Krantz · 1989 · PubMed
  9. A new pan-cultural facial expression of emotion
    Paul Ekman, Wallace V. Friesen · 1986 · Motivation and Emotion
  10. Darwin and Facial Expression: A Century of Research in Review
    Paul Ekman · 2015 · Medical Entomology and Zoology
  11. Multidimensional scaling of emotional facial expressions: Similarity from preschoolers to adults.
    James A. Russell, Merry Bullock · 1985 · Journal of Personality and Social Psychology
  12. Cultural differences in facial expressions in a social situation: An experimental test on the concept of display rules.
    Wallace V. Friesen · 1973
  13. THE CULTURAL BASIS OF EMOTIONS AND GESTURES
    Weston Labarre · 1947 · Journal of Personality

Cited by (46)

  1. What good are positive emotions?
    Fredrickson, Barbara L. · 1998 · Review of General Psychology
  2. The brain basis of emotion: a meta-analytic review
    Lindquist, Kristen A., Wager, Tor D., Kober, Hedy, Bliss-Moreau, Eliza, Barrett, Lisa Feldman · 2012 · Behavioral and Brain Sciences
  3. Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies.
    Russell, James A. · 1994 · Psychological Bulletin
  4. Trait emotional intelligence: behavioural validation in two studies of emotion recognition and reactivity to mood induction
    Petrides, K. V., Furnham, Adrian · 2003 · European Journal of Personality
  5. The nature of awe: elicitors, appraisals, and effects on self-concept
    Shiota, Michelle N., Keltner, Dacher, Mossman, Amanda · 2007 · Cognition and Emotion
  6. The SEMAINE Database: Annotated Multimodal Records of Emotionally Colored Conversations between a Person and a Limited Agent
    McKeown, G., Valstar, M., Cowie, R., Pantic, M., Schroder, M. · 2012 · IEEE Transactions on Affective Computing
  7. A functional MRI study of human amygdala responses to facial expressions of fear versus anger.
    Whalen, Paul J., Shin, Lisa M., McInerney, Sean C., Fischer, Håkan, Wright, Christopher I., Rauch, Scott L. · 2001 · Emotion
  8. Processing of facial emotion expression in major depression: a review
    Bourke, Cecilia, Douglas, Katie, Porter, Richard · 2010 · Australian & New Zealand Journal of Psychiatry
  9. Fusing audio, visual and textual clues for sentiment analysis from multimodal content
    Poria, Soujanya, Cambria, Erik, Howard, Newton, Huang, Guang-Bin, Hussain, Amir · 2016 · Neurocomputing
  10. Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox
    Stevenson, Betsey, Wolfers, Justin · 2008 · Brookings Papers on Economic Activity
  11. Are emotions contagious? Evoked emotions while viewing emotionally expressive faces: quality, quantity, time course and gender differences
    Wild, Barbara, Erb, Michael, Bartels, Mathias · 2001 · Psychiatry Research
  12. The Human Face as a Dynamic Tool for Social Communication
    Jack, Rachael E., Schyns, Philippe G. · 2015 · Current Biology
  13. Short-term emotion assessment in a recall paradigm
    Chanel, Guillaume, Kierkels, Joep J.M., Soleymani, Mohammad, Pun, Thierry · 2009 · International Journal of Human-Computer Studies
  14. The Course and Evolution of Dialectical Behavior Therapy
    Linehan, Marsha M., Wilks, Chelsey R. · 2015 · American Journal of Psychotherapy
  15. Multimodal fusion framework: A multiresolution approach for emotion classification and recognition from physiological signals
    Verma, Gyanendra K., Tiwary, Uma Shanker · 2014 · NeuroImage
  16. Ethnic differences in affect intensity, emotion judgments, display rule attitudes, and self-reported emotional expression in an American sample
    Matsumoto, David · 1993 · Motivation and Emotion
  17. Heightened sensitivity to facial expressions of emotion in borderline personality disorder.
    Lynch, Thomas R., Rosenthal, M. Zachary, Kosson, David S., Cheavens, Jennifer S., Lejuez, C. W., Blair, R. J. R. · 2006 · Emotion
  18. Impaired Recognition of Facial Emotion in Mania
    Lembke, Anna, Ketter, Terence A. · 2002 · American Journal of Psychiatry
  19. Emotion Recognition from Brain Signals Using Hybrid Adaptive Filtering and Higher Order Crossings Analysis
    Petrantonakis, Panagiotis C., Hadjileontiadis, Leontios J. · 2010 · IEEE Transactions on Affective Computing
  20. Age-related differences in emotion recognition ability: A cross-sectional study.
    Mill, Aire, Allik, Jüri, Realo, Anu, Valk, Raivo · 2009 · Emotion
  21. Exploring the Strength of Association between the Components of Emotion Syndromes: The Case of Surprise
    Reisenzein, Rainer · 2000 · Cognition & Emotion
  22. Textual paralanguage and its implications for marketing communications
    Luangrath, Andrea Webb, Peck, Joann, Barger, Victor A. · 2017 · Journal of Consumer Psychology
  23. Multimodal big data affective analytics: A comprehensive survey using text, audio, visual and physiological signals
    Shoumy, Nusrat J., Ang, Li-Minn, Seng, Kah Phooi, Rahaman, D.M.Motiur, Zia, Tanveer · 2020 · Journal of Network and Computer Applications
  24. Turn down the volume or change the channel? Emotional effects of detached versus positive reappraisal
    Shiota, Michelle N., Levenson, Robert W. · 2012 · Journal of Personality and Social Psychology
  25. Sources of accuracy in the empathic accuracy paradigm
    Hall, Judith A., Schmid Mast, Marianne · 2007 · Emotion
  26. A new science of emotion: implications for functional neurological disorder
    Jungilligens, Johannes, Paredes-Echeverri, Sara, Popkirov, Stoyan, Barrett, Lisa Feldman, Perez, David L · 2022 · Brain
  27. Emotion in reinforcement learning agents and robots: a survey
    Moerland, Thomas M., Broekens, Joost, Jonker, Catholijn M. · 2018 · Machine Learning
  28. Memory bias for emotional facial expressions in major depression
    Ridout, Nathan, Astell, Arlene, Reid, Ian, Glen, Tom, O'Carroll, Ronan · 2003 · Cognition and Emotion
  29. Multimodal Emotion Recognition From EEG Signals and Facial Expressions
    Wang, Shuai, Qu, Jingzi, Zhang, Yong, Zhang, Yidie · 2023 · IEEE Access
  30. Judging the intensity of facial expressions of emotion: depression-related biases in the processing of positive affect
    Yoon, K. Lira, Joormann, Jutta, Gotlib, Ian H. · 2009 · Journal of Abnormal Psychology
  31. How deep neural networks can improve emotion recognition on video data
    Khorrami, Pooya, Le Paine, Tom, Brady, Kevin, Dagli, Charlie, Huang, Thomas S. · 2016 · 2016 IEEE International Conference on Image Processing (ICIP)
  32. Voluntary facial expression of emotion: comparing congenitally blind with normally sighted encoders
    Galati, Dario, Scherer, Klaus R., Ricci-Bitti, Pio E. · 1997 · Journal of Personality and Social Psychology
  33. Predicting treatment response to antidepressant medication using early changes in emotional processing
    Browning, Michael, Kingslake, Jonathan, Dourish, Colin T., Goodwin, Guy M., Harmer, Catherine J, Dawson, Gerard R. · 2019 · European Neuropsychopharmacology
  34. Reliable emotion recognition system based on dynamic adaptive fusion of forehead biopotentials and physiological signals
    Khezri, Mahdi, Firoozabadi, Mohammad, Sharafat, Ahmad Reza · 2015 · Computer Methods and Programs in Biomedicine
  35. Emotion Recognition Based on Weighted Fusion Strategy of Multichannel Physiological Signals
    Wei, Wei, Jia, Qingxuan, Feng, Yongli, Chen, Gang · 2018 · Computational Intelligence and Neuroscience
  36. Ffab—the form function attribution bias in human-robot interaction
    Haring, Kerstin S., Watanabe, Katsumi, Velonaki, Mari, Tossell, Chad C., Finomore, Victor · 2018 · IEEE Transactions on Cognitive and Developmental Systems
  37. Intensive meditation training influences emotional responses to suffering
    Rosenberg, Erika L., Zanesco, Anthony P., King, Brandon G., Aichele, Stephen R., Jacobs, Tonya L., Bridwell, David A., MacLean, Katherine A., Shaver, Phillip R., Ferrer, Emilio, Sahdra, Baljinder K. et al. · 2015 · Emotion
  38. The relevance of hierarchies, territories, defeat for depression in humans: hypotheses and clinical predictions
    Rohde, Peter · 2001 · Journal of Affective Disorders
  39. Equipping social robots with culturally-sensitive facial expressions of emotion using data-driven methods
    Chen, Chaona, Hensel, Laura B., Duan, Yaocong, Ince, Robin A. A., Garrod, Oliver G. B., Beskow, Jonas, Jack, Rachael E., Schyns, Philippe G. · 2019 · 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019)
  40. A Bimodal Emotion Recognition Approach through the Fusion of Electroencephalography and Facial Sequences
    Muhammad, Farah, Hussain, Muhammad, Aboalsamh, Hatim · 2023 · Diagnostics
  41. Expanding the measurement of culture with a sample of two billion humans
    Obradovich, Nick, Özak, Ömer, Martín, Ignacio, Ortuño-Ortín, Ignacio, Awad, Edmond, Cebrián, Manuel, Cuevas, Rubén, Desmet, Klaus, Rahwan, Iyad, Cuevas, Ángel · 2022 · Journal of The Royal Society Interface
  42. Stress and productivity patterns of interrupted, synergistic, and antagonistic office activities
    Zaman, Shaila, Wesley, Amanveer, Silva, Dennis Rodrigo Da Cunha, Buddharaju, Pradeep, Akbar, Fatema, Gao, Ge, Mark, Gloria, Gutierrez-Osuna, Ricardo, Pavlidis, Ioannis · 2019 · Scientific Data
  43. Hierarchical fusion of visual and physiological signals for emotion recognition
    Fang, Yuchun, Rong, Ruru, Huang, Jun · 2021 · Multidimensional Systems and Signal Processing
  44. Human perception of a conversational virtual human: An empirical study on the effect of emotion and culture
    Qu, Chao, Brinkman, Willem-Paul, Ling, Yun, Wiggers, Pascal, Heynderickx, Ingrid · 2013 · Virtual Reality
  45. Disgusting Bodies, Disgusting Religion: The Biology of Tantra
    Ellis, T. B. · 2011 · Journal of the American Academy of Religion
  46. Decoding Emotions: Integrating EEG Signals and Facial Expressions for Advanced Multimodal Emotion Recognition
    Moussaoui, Khouloud, Farah, Mohamed · 2024 · 2024 IEEE 7th International Conference on Advanced Technologies, Signal and Image Processing (ATSIP)

Related (9)

  1. Interaction effects of perceived gaze direction and dynamic facial expression: Evidence for appraisal theories of emotion
    David Sander, Didier Grandjean, Susanne Kaiser, Thomas Wehrle, Klaus R. Scherer · 2006 · The European Journal of Cognitive Psychology
  2. Increased gaze following for fearful faces. It depends on what you’re looking for!
    Gustav Kuhn, Jason Tipples · 2010 · Psychonomic Bulletin & Review
  3. Introduction to the Special Issue on Emotional Expression Beyond the Face: On the Importance of Multiple Channels of Communication and Context
    Sally D. Farley · 2021 · Journal of Nonverbal Behavior
  4. Are Facial Displays Social? Situational Influences in the Attribution of Emotion to Facial Expressions
    José Miguel Fernández Dols, Pilar Carrera, James A. Russell · 2002 · The Spanish Journal of Psychology
  5. Classification and extension of universal human emotions
    Seung-Keol Choe, Miseung Lee, Jae Hyung Park · 2002 · IEEE/ASME International Conference on Advanced Intelligent Mechatronics
  6. Emotional Expression System Based on Dynamic Emotion Space
    Kwee-Bo Sim, Kwang-Sub Byun, Chang-Hyun Park · 2005 · Journal of Korean institute of intelligent systems
  7. Artificial Emotion Generation Based on Personality, Mood, and Emotion for Life-Like Facial Expressions of Robots
    Jeong‐Woo Park, Woo Hyun Kim, Won Hyong Lee · 2010 · IFIP International Federation for Information Processing/IFIP
  8. Communal and agentic behaviour in response to facial emotion expressions
    Marije aan het Rot, Koen Hogenelst, Christina M. Gesing · 2013 · British Journal of Psychology
  9. Emotionally meaningful targets enhance orienting triggered by a fearful gazing face
    Chris Kelland Friesen, Kimberly M. Halvorson, Reiko Graham · 2010 · Cognition & Emotion