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Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making

Emotional experience has a pervasive impact on choice behavior, yet the underlying mechanism remains unclear. Introducing facial-expression primes into a probabilistic learning task, we investigated how affective arousal regulates reward-related choice based on behavioral, model fitting, and feedbac...

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Autores principales: Liu, Hong-Hsiang, Hsieh, Ming H., Hsu, Yung-Fong, Lai, Wen-Sung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4434921/
https://www.ncbi.nlm.nih.gov/pubmed/26042057
http://dx.doi.org/10.3389/fpsyg.2015.00592
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author Liu, Hong-Hsiang
Hsieh, Ming H.
Hsu, Yung-Fong
Lai, Wen-Sung
author_facet Liu, Hong-Hsiang
Hsieh, Ming H.
Hsu, Yung-Fong
Lai, Wen-Sung
author_sort Liu, Hong-Hsiang
collection PubMed
description Emotional experience has a pervasive impact on choice behavior, yet the underlying mechanism remains unclear. Introducing facial-expression primes into a probabilistic learning task, we investigated how affective arousal regulates reward-related choice based on behavioral, model fitting, and feedback-related negativity (FRN) data. Sixty-six paid subjects were randomly assigned to the Neutral-Neutral (NN), Angry-Neutral (AN), and Happy-Neutral (HN) groups. A total of 960 trials were conducted. Subjects in each group were randomly exposed to half trials of the pre-determined emotional faces and another half of the neutral faces before choosing between two cards drawn from two decks with different assigned reward probabilities. Trial-by-trial data were fit with a standard reinforcement learning model using the Bayesian estimation approach. The temporal dynamics of brain activity were simultaneously recorded and analyzed using event-related potentials. Our analyses revealed that subjects in the NN group gained more reward values than those in the other two groups; they also exhibited comparatively differential estimated model-parameter values for reward prediction errors. Computing the difference wave of FRNs in reward vs. non-reward trials, we found that, compared to the NN group, subjects in the AN and HN groups had larger “General” FRNs (i.e., FRNs in no-reward trials minus FRNs in reward trials) and “Expected” FRNs (i.e., FRNs in expected reward-omission trials minus FRNs in expected reward-delivery trials), indicating an interruption in predicting reward. Further, both AN and HN groups appeared to be more sensitive to negative outcomes than the NN group. Collectively, our study suggests that affective arousal negatively regulates reward-related choice, probably through overweighting with negative feedback.
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spelling pubmed-44349212015-06-03 Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making Liu, Hong-Hsiang Hsieh, Ming H. Hsu, Yung-Fong Lai, Wen-Sung Front Psychol Neuroscience Emotional experience has a pervasive impact on choice behavior, yet the underlying mechanism remains unclear. Introducing facial-expression primes into a probabilistic learning task, we investigated how affective arousal regulates reward-related choice based on behavioral, model fitting, and feedback-related negativity (FRN) data. Sixty-six paid subjects were randomly assigned to the Neutral-Neutral (NN), Angry-Neutral (AN), and Happy-Neutral (HN) groups. A total of 960 trials were conducted. Subjects in each group were randomly exposed to half trials of the pre-determined emotional faces and another half of the neutral faces before choosing between two cards drawn from two decks with different assigned reward probabilities. Trial-by-trial data were fit with a standard reinforcement learning model using the Bayesian estimation approach. The temporal dynamics of brain activity were simultaneously recorded and analyzed using event-related potentials. Our analyses revealed that subjects in the NN group gained more reward values than those in the other two groups; they also exhibited comparatively differential estimated model-parameter values for reward prediction errors. Computing the difference wave of FRNs in reward vs. non-reward trials, we found that, compared to the NN group, subjects in the AN and HN groups had larger “General” FRNs (i.e., FRNs in no-reward trials minus FRNs in reward trials) and “Expected” FRNs (i.e., FRNs in expected reward-omission trials minus FRNs in expected reward-delivery trials), indicating an interruption in predicting reward. Further, both AN and HN groups appeared to be more sensitive to negative outcomes than the NN group. Collectively, our study suggests that affective arousal negatively regulates reward-related choice, probably through overweighting with negative feedback. Frontiers Media S.A. 2015-05-18 /pmc/articles/PMC4434921/ /pubmed/26042057 http://dx.doi.org/10.3389/fpsyg.2015.00592 Text en Copyright © 2015 Liu, Hsieh, Hsu and Lai. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Liu, Hong-Hsiang
Hsieh, Ming H.
Hsu, Yung-Fong
Lai, Wen-Sung
Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title_full Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title_fullStr Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title_full_unstemmed Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title_short Effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
title_sort effects of affective arousal on choice behavior, reward prediction errors, and feedback-related negativities in human reward-based decision making
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4434921/
https://www.ncbi.nlm.nih.gov/pubmed/26042057
http://dx.doi.org/10.3389/fpsyg.2015.00592
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