Abstract
Real-life decision-making involves a balance between emotion and cognition, a process that is mirrored in the Iowa Gambling Task (IGT). Previous studies suggest that negative emotion affects IGT performance, and that this effect may be moderated by gender. In the current study, we experimentally instructed the use of a strategy for ameliorating the incidental negative emotion induced by negative images while men and women solved the IGT. To do this, we asked 38 men and 38 women to either only look at negative images (non-reappraisal group) or to use positive cognitive reappraisal when facing these negative images (reappraisal group) to ameliorate the negative emotion associated with them while trying to solve the IGT. Both men and women in the reappraisal group successfully used positive reappraisal to decrease their negative emotion compared to the control, non-reappraisal group. Critically, we observed that women performed better in the reappraisal group compared with the non-reappraisal group, in the second half of the task (performance phase). Conversely, men performed worse in the reappraisal group compared to the non-reappraisal group in the second half of the task (performance phase). Finally, a multigroup analysis revealed a gender moderation of the direct and indirect effects of positive reappraisal on IGT performance, indicating that reappraisal benefited women’s IGT performance through the regulation of negative emotion. Conversely, for men, the decrease of negative emotion through reappraisal did not impact IGT performance. Our results demonstrate that while the use of positive reappraisal is useful to ameliorate negative emotions for men and women, positive reappraisal benefits women’s decision-making, and impairs men’s.
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Notes
According to previous studies (Weller et al., 2010; Flores-Torres et al., 2019), we expected to find differences in the last blocks. In the present study, blocks 21 to 25. Although we cannot precisely determine a priori in a 450 trial-task where the learning stage ends, we assume that near the end of the task (last 20%), participants are in the performance stage.
References
Aluja, A., & Blanch, A. (2011). Neuropsychological behavioral inhibition system (BIS) and behavioral approach system (BAS) assessment: A shortened sensitivity to punishment and sensitivity to reward questionnaire version (SPSRQ–20). Journal of Personality Assessment, 93(6), 628–636. https://doi.org/10.1080/00223891.2011.608760
Aluja, A., Rossier, J., Blanch, Á., Blanco, E., Martí-Guiu, M., & Balada, F. (2015). Personality effects and sex differences on the International Affective Picture System (IAPS): A Spanish and Swiss study. Personality and Individual Differences, 77, 143–148. https://doi.org/10.1016/j.paid.2014.12.058. 0191–8869
Bagneux, V., Font, H., & Bollon, T. (2013). Incidental emotions associated with uncertainty appraisals impair decisions in the Iowa Gambling Task. Motivation and Emotion, 37(4), 818–827. DOI https://doi.org/10.1007/s11031-013-9346-5
Bechara, A. (2005). Decision making, impulse control and loss of willpower to resist drugs: a neurocognitive perspective. Nature Neuroscience, 8(11), 1458–1463. https://doi.org/10.1038/nn1584
Bechara, A. (2007). Iowa gambling task professional manual. Lutz: Psychological Assessment Resources.Beck, A. T., Steer, R. A. y Brown, G. K. (1996). BDI-II. Beck Depression Inventory-Second Edition. Manual. San Antonio, TX: The Psychological Corporation
Bechara, A., Damasio, A. R., Damasio, H., & Anderson, S. W. (1994). Insensitivity to future consequences following damage to human prefrontal cortex. Cognition, 50, 7–15. https://doi.org/10.1016/0010-0277(94)90018-3
Black, C. L., Goldstein, K. E., LaBelle, D. R., Brown, C. W., Harmon-Jones, E., Abramson, L. Y., & Alloy, L. B. (2014). Behavioral approach system sensitivity and risk taking interact to predict left-frontal EEG asymmetry. Behavior Therapy, 45(5), 640–650. https://doi.org/10.1016/j.beth.2014.01.006
Bradley, M. M., Codispoti, M., Sabatinelli, D., & Lang, P. J. (2001). Emotion and motivation II: sex differences in picture processing. Emotion, 1(3), 300. DOI: https://doi.org/10.1037//1528-3542.1.3.300
Brody, L. R., & Hall, J. A. (1993). Gender and emotion. The Guilford Press
Buelow, M. T., & Suhr, J. A. (2013). Personality characteristics and state mood influence individual deck selections on the Iowa Gambling Task. Personality and Individual Differences, 54(5), 593–597. https://doi.org/10.1016/j.paid.2012.11.019
Byrne, K. A., & Worthy, D. A. (2016). Toward a mechanistic account of gender differences in reward-based decision-making. Journal of Neuroscience, Psychology, and Economics, 9(3-4), 157. https://doi.org/10.1037/npe0000059
Cramer, A. O., van Ravenzwaaij, D., Matzke, D., Steingroever, H., & Wetzels, R. Grasman, R. P. … Wagenmakers, E. J. (2016). Hidden multiplicity in exploratory multiway ANOVA: Prevalence and remedies. Psychonomic Bulletin & Review, 23(2), 640–647. https://doi.org/10.3758/s13423-015-0913-5
Crawford, J. R., & Henry, J. D. (2004).The Positive and Negative Affect Schedule (PANAS): Construct validity, measurement properties and normative data in a large non-clinical sample.British Journal of Clinical Psychology, 43(3),245–265. https://doi.org/10.1348/0144665031752934
Croson, R., & Gneezy, U. (2009). Gender differences in preferences. Journal of Economic literature, 47(2), 448–474. https://doi.org/10.1257/jel.47.2.448
Cui, J. F., Chen, Y. H., Wang, Y., Shum, D. H., & Chan, R. C. (2013). Neural correlates of uncertain decision making: ERP evidence from the Iowa Gambling Task. Frontiers in Human Neuroscience, 7, 776. https://doi.org/10.3389/fnhum.2013.00776.
Damasio, A. R. (1999). How the brain creates the mind. Scientific American, 281(6), 112–117.
De Visser, L., Homberg, J., Mitsogiannis, M., Zeeb, F., Rivalan, M. … Fitoussi,A., & Dellu-Hagedorn, F. (2011). Rodent versions of the iowa gambling task: opportunities and challenges for the understanding of decision-making. Frontiers in Neuroscience, 5, 109. https://doi.org/10.3389/fnins.2011.00109
De Vries, M. D., Holland, R. W., & Witteman, C. L. (2008). In the winning mood: Affect in the Iowa gambling task. Judgment and Decision Making, 3(1), 42–45
Dunn, B. D., Dalgleish, T., & Lawrence, A. D. (2006). The somatic marker hypothesis: A critical evaluation. Neuroscience & Biobehavioral Reviews, 30(2), 239–271. https://doi.org/10.1016/j.neubiorev.2005.07.001
Faul, F., Erdfelder, E., Lang, A. G., & Buchner, A. (2007). G*Power 3: A flexible statistical power analysis for the social, behavioral, and biomedical sciences.Behavior Research Methods, 39,175–191
Flores-Torres, J., Gómez Pérez, L., McRae, K., López, V., & Rubio, I., Rodríguez, E. F. Humor improves women’s but impairs men’s Iowa Gambling Task performance. Frontiers in Psychology, 10, 2538. https://doi.org/10.3389/fpsyg.2019.02538
Ford, B. Q., Karnilowicz, H. R., & Mauss, I. B. (2017). Understanding reappraisal as a multicomponent process: The psychological health benefits of attempting to use reappraisal depend on reappraisal success. Emotion, 17(6), 905
Forte, G., Morelli, M., & Casagrande, M. (2021). Heart Rate Variability and Decision-Making: Autonomic Responses in Making Decisions. Brain Sciences, 11(2), 243. doi: https://doi.org/10.3390/brainsci11020243
Fredrickson, B. L. (2001). The role of positive emotions in positive psychology: The broaden-and-build theory of positive emotions. American Psychologist, 56(3), 218. https://doi.org/10.1037/0003-066X.56.3.218
Fujita, F., Diener, E., & Sandvik, E. (1991). Gender differences in negative affect and well-being: the case for emotional intensity. Journal of Personality and Social Psychology, 61(3),427. https://doi.org/10.1037/0022-3514.61.3.427
Giustiniani, J., Joucla, C., Bennabi, D., Nicolier, M., Chabin, T., Masse, C. … Gabriel, D. (2019). Behavioral and electrophysiological arguments in favor of a relationship between impulsivity, risk-taking, and success on the Iowa gambling task. Brain sciences, 9(10), 248. https://doi.org/10.3390/brainsci9100248
Gross, J. J. (2001). Emotion regulation in adulthood: Timing is everything. Current Directions in Psychological Science, 10(6), 214-219. https://doi.org/10.1111/1467-8721.00152
Gross, J. J., & John, O. P. (2003). Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. Journal of Personality and Social Psychology, 85(2), 348–362. https://doi.org/10.1037/0022-3514.85.2.348
Han, S., Lerner, J., & Keltner, D. (2007). Feelings and consumer decision making: The appraisal-tendency framework. Journal of Consumer Psychology, 17(3), 158–168. https://doi.org/10.1016/S1057-7408(07)70023-2
Hartley, H. O. (1955). Some recent developments in analysis of variance. Communications on Pure and Applied Mathematics, 8(1), 47–72. https://doi.org/10.1002/cpa.3160080104.
Hegedűs, K. M., Szkaliczki, A., Gál, B. I., Andó, B., Janka, Z., & Álmos, P. Z. (2018). Decision-making performance of depressed patients within 72 h following a suicide attempt. Journal of affective disorders, 235, 583–588. https://doi.org/10.1016/j.jad.2018.04.082
Higgs, C., McIntosh, T., Connelly, S., & Mumford, M. (2020). Self-focused emotions and ethical decision-making: Comparing the effects of regulated and unregulated guilt, shame, and embarrassment. Science and engineering ethics, 26(1), 27–63. https://doi.org/10.1007/s11948-018-00082-z
Hiser, J., & Koenigs, M. (2018). The multifaceted role of the ventromedial prefrontal cortex in emotion, decision making, social cognition, and psychopathology. Biological Psychiatry, 83(8), 638–647. https://doi.org/10.1016/j.biopsych.2017.10.030
Kovács, I., Richman, M. J., Janka, Z., Maraz, A., & Andó, B. (2017). Decision making measured by the Iowa Gambling Task in alcohol use disorder and gambling disorder: a systematic review and meta-analysis. Drug and Alcohol Dependence, 181, 152–161
Lang, P. J., Bradley, M. M., & Cuthbert, B. N. (2008). International affective picture system (IAPS): Affective ratings of pictures and instruction manual. University of Florida, Gainesville. Tech Rep A-8
Lerner, J. S., Li, Y., Valdesolo, P., & Kassam, K. S. (2015). Emotion and decision making. Annual Review of Psychology. https://doi.org/10.1146/annurev-psych-010213-115043
McRae, K., Ciesielski, B., & Gross, J. J. (2012). Unpacking cognitive reappraisal: Goals, tactics, and outcomes. Emotion, 12(2), 250. https://doi.org/10.1037/a0026351.
McRae, K., & Gross, J. J. (2020). Emotion regulation. Emotion, 20(1), 1. https://doi.org/10.1037/emo0000703
McRae, K., Ochsner, K. N., Mauss, I. B., Gabrieli, J. J., & Gross, J. J. (2008). Gender differences in emotion regulation: An fMRI study of cognitive reappraisal. Group Processes & Intergroup Relations, 11(2), 143–162. https://doi.org/10.1016/j.biopsych.2007.05.031
Miu, A. C., Heilman, R. M., & Houser, D. (2008). Anxiety impairs decision-making: Psychophysiological evidence from an Iowa gambling task. Biological Psychology, 77(3), 353–358. https://doi.org/j.biopsycho.2007.11.010
Mukherjee, D., & Kable, J. W. (2014). Value-based decision making in mental illness: A meta-analysis. Clinical Psychological Science, 2(6), 767–778. https://doi.org/10.1177/2167702614531580.
Muthén, L. K., & Muthén, B. O. (1998-2017). Mplus user’s guide. Eighth Edition. Muthén & Muthén.
O’Brien, J. W., Lichenstein, S. D., & Hill, S. Y. (2014). Maladaptive decision making and substance use outcomes in high-risk individuals: preliminary evidence for the role of 5-HTTLPR variation. Journal of Studies on Alcohol and Drugs, 75(4), 643–652. https://doi.org/10.15288/jsad.2014.75.643.
Ortner, C. N., & de Koning, M. (2013). Effects of regulating positive emotions through reappraisal and suppression on verbal and non-verbal recognition memory. PLoS ONE, 8, 4, https://doi.org/10.1371/journal.pone.0062750
Ortner, C. N. M., Marie, M. S., & Corno, D. (2016). Cognitive costs of reappraisal depend on both emotional stimulus intensity and individual differences in habitual reappraisal. PLoS ONE, 11(12), e0167253. https://doi.org/10.1371/journal.pone.0167253.
Overman, W., Graham, L., Redmond, A., Eubank, R., Boettcher, L., Samplawski, O., & Walsh, K. (2006). Contemplation of moral dilemmas eliminates gender differences on the Iowa gambling task. Behavioral Neuroscience, 120, 817–825. https://doi.org/10.1037/0735-7044.120.4.817
Preston, S. D., Buchanan, T. W., Stansfield, R. B., & Bechara, A. (2007). Effects of anticipatory stress on decision making in a gambling task. Behavioral Neuroscience, 121, 257–263. https://doi.org/10.1037/0735-7044.121.2.257
Sheppes, G., Scheibe, S., Suri, G., Radu, P., Blechert, J., & Gross, J. J. (2014). Emotion regulation choice: a conceptual framework and supporting evidence. Journal of Experimental Psychology: General, https://doi.org/10.1037/a0030831
Singh, V., Schiebener, J., Müller, S. M., Liebherr, M., Brand, M., & Buelow, M. T. (2020). Country and sex differences in decision making under uncertainty and risk. Frontiers in Psychology, 11, 486. https://doi.org/10.3389/fpsyg.2020.00486
Speer, M. E., & Delgado, M. R. (2017). Reminiscing about positive memories buffers acute stress responses. Nature Human Behaviour, 1(5), 1–9. https://doi.org/10.1038/s41562-017-0093
Spielberger, C. D. (1970). STAI manual for the state-trait anxiety inventory. Self-evaluation questionnaire. Palo Alto, CA: Consulting Psychologists Press.
Stevens, J. S., & Hamann, S. (2012). Sex differences in brain activation to emotional stimuli: A meta-analysis of neuroimaging studies. Neuropsychologia, 50(7), 1578–1593. https://doi.org/10.1016/j.neuropsychologia.2012.03.011
Suhr, J. A., & Tsanadis, J. (2007). Affect and personality correlates of the Iowa Gambling Task. Personality and Individual Differences, 43, 27–36
Sweitzer, M. M., Allen, P. A., & Kaut, K. P. (2008). Relation of individual differences in impulsivity to nonclinical emotional decision making. Journal of the International Neuropsychological Society, 14(5), 878–882. https://doi.org/10.1017/S1355617708080934
Torrubia, R., Avila, C., Moltó, J., & Caseras, X. (2001). The Sensitivity to Punishment and Sensitivity to Reward Questionnaire (SPSRQ) as a measure of Gray’s anxiety and impulsivity dimensions. Personality and Individual Differences, 31(6), 837–862. https://doi.org/10.1016/S0191-8869(00)00183-5
Troy, A. S., Shallcross, A. J., Brunner, A., Friedman, R., & Jones, M. C. (2018). Cognitive reappraisal and acceptance: Effects on emotion, physiology, and perceived cognitive costs. Emotion, 18(1), 58. https://doi.org/10.1037/emo0000371
Tugade, M. M., & Fredrickson, B. L. (2007). Regulation of positive emotions: Emotion regulation strategies that promote resilience. Journal of Happiness Studies, 8(3), 311–333. https://doi.org/10.1007/s10902-006-9015-4
Van den Bos, R., De Visser, L., Van de Loo, A. J. A. E., Mets, M. A. J., Van Willigenburg, G. M., Homberg, J. R., & Verster, J. C. (2012). Sex differences in decision-making in adult normal volunteers are related to differences in the interaction of emotion and cognitive control. In K. O. Moore, & N. P. Gonzalez (Eds.), Handbook on Psychology of Decision- Making (pp. 179–198). Nova Science Publisher Inc
Van den Bos, R., Homberg, J., & de Visser, L. (2013). A critical review of gender differences in decision-making tasks: focus on the Iowa gambling task. Behavioral Brain Research, 238, 95–108. https://doi.org/10.1016/j.bbr.2012.10.002
Wang, K., Goldenberg, A., Dorison, C. A., Miller, J. K., Uusberg, A., Lerner, J. S., & Isager, P. M. (2021). A multi-country test of brief reappraisal interventions on emotions during the COVID-19 pandemic. Nature Human Behaviour, 5, 1089–1110.
Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: the PANAS scales. Journal of Personality and Social Psychology, 54(6), 1063. DOI: https://doi.org/10.1037//0022-3514.54.6.1063
Waugh, C. E., Zarolia, P., Mauss, I. B., Lumian, D. S., Ford, B. Q., Davis, T. S. … McRae, K. (2016). Emotion regulation changes the duration of the BOLD response to emotional stimuli. Social Cognitive and Affective Neuroscience, 11(10), 1550–1559. https://doi.org/10.1093/scan/nsw067
Weller, J. A., Levin, I. P., & Bechara, A. (2010). Do individual differences in Iowa Gambling Task performance predict adaptive decision making for risky gains and losses? Journal of Clinical and Experimental Neuropsychology, 32(2), 141–150. https://doi.org/10.1080/13803390902881926
Wrase, J., Klein, S., Gruesser, S. M., Hermann, D., Flor, H., Mann, K. … Heinz, A. (2003). Gender differences in the processing of standardized emotional visual stimuli in humans: a functional magnetic resonance imaging study. Neuroscience letters, 348(1), 41–45. https://doi.org/10.1016/S0304-3940(03)00565-2
Acknowledgements
The authors thank Ivan Rubio, Eric Andrews, Olivia Digirolamo, Carly Post, Ilana Hayutin, Patricio Cumsille, Alvaro Vergés, and McKenzie Goebel for supporting the execution of the study.
Funding
This work was supported by the NSF CAREER Award under Grant [1554683] and the Agencia Nacional de Investigación y Desarrollo (ANID, Chile) under Grant [Doctorado Nacional 21140098].
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Flores-Torres, J., Gómez-Pérez, L. & McRae, K. Positive cognitive reappraisal is beneficial for women’s but not for men’s IGT decision-making. Motiv Emot 46, 350–365 (2022). https://doi.org/10.1007/s11031-022-09927-4
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DOI: https://doi.org/10.1007/s11031-022-09927-4
Keywords
- Positive cognitive reappraisal
- Negative emotion
- Iowa Gambling Task
- Decision-making
- Gender differences