{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T18:55:49Z","timestamp":1772304949878,"version":"3.50.1"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1011707","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:00:00Z","timestamp":1704844800000}}],"reference-count":118,"publisher":"Public Library of Science (PLoS)","issue":"12","license":[{"start":{"date-parts":[[2023,12,21]],"date-time":"2023-12-21T00:00:00Z","timestamp":1703116800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000025","name":"National Institute of Mental Health","doi-asserted-by":"publisher","award":["R01MH119511"],"award-info":[{"award-number":["R01MH119511"]}],"id":[{"id":"10.13039\/100000025","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000925","name":"National Health and Medical Research Council","doi-asserted-by":"crossref","award":["1165010"],"award-info":[{"award-number":["1165010"]}],"id":[{"id":"10.13039\/501100000925","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>Positive and negative affective states are respectively associated with optimistic and pessimistic expectations regarding future reward. One mechanism that might underlie these affect-related expectation biases is attention to positive- versus negative-valence features (e.g., attending to the positive reviews of a restaurant versus its expensive price). Here we tested the effects of experimentally induced positive and negative affect on feature-based attention in 120 participants completing a compound-generalization task with eye-tracking. We found that participants\u2019 reward expectations for novel compound stimuli were modulated in an affect-congruent way: positive affect induction increased reward expectations for compounds, whereas negative affect induction decreased reward expectations. Computational modelling and eye-tracking analyses each revealed that these effects were driven by affect-congruent changes in participants\u2019 allocation of attention to high- versus low-value features of compounds. These results provide mechanistic insight into a process by which affect produces biases in generalized reward expectations.<\/jats:p>","DOI":"10.1371\/journal.pcbi.1011707","type":"journal-article","created":{"date-parts":[[2023,12,21]],"date-time":"2023-12-21T18:59:16Z","timestamp":1703185156000},"page":"e1011707","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":7,"title":["Affect-congruent attention modulates generalized reward expectations"],"prefix":"10.1371","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6608-9026","authenticated-orcid":true,"given":"Daniel","family":"Bennett","sequence":"first","affiliation":[]},{"given":"Angela","family":"Radulescu","sequence":"additional","affiliation":[]},{"given":"Sam","family":"Zorowitz","sequence":"additional","affiliation":[]},{"given":"Valkyrie","family":"Felso","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0259-8371","authenticated-orcid":true,"given":"Yael","family":"Niv","sequence":"additional","affiliation":[]}],"member":"340","published-online":{"date-parts":[[2023,12,21]]},"reference":[{"issue":"6","key":"pcbi.1011707.ref001","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1037\/0022-3514.62.6.1067","article-title":"Distinguishing optimism from pessimism: relations to fundamental dimensions of mood and personality","volume":"62","author":"GN Marshall","year":"1992","journal-title":"Journal of Personality and Social Psychology"},{"key":"pcbi.1011707.ref002","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1037\/10385-009","volume-title":"Optimism & Pessimism: Implications for Theory, Research, and Practice","author":"MF Scheier","year":"2001"},{"issue":"7","key":"pcbi.1011707.ref003","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1521\/jscp.2015.34.7.611","article-title":"Mania risk, overconfidence, and ambition","volume":"34","author":"SL Johnson","year":"2015","journal-title":"Journal of Social and Clinical Psychology"},{"key":"pcbi.1011707.ref004","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/j.jad.2017.04.073","article-title":"Mania risk is characterized by an aberrant optimistic update bias for positive life events","volume":"218","author":"S Sch\u00f6nfelder","year":"2017","journal-title":"Journal of Affective Disorders"},{"issue":"1","key":"pcbi.1011707.ref005","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s10608-006-9063-4","article-title":"Depression, generalized anxiety disorder, and certainty in pessimistic predictions about the future","volume":"31","author":"R Miranda","year":"2007","journal-title":"Cognitive Therapy and Research"},{"issue":"1","key":"pcbi.1011707.ref006","first-page":"88","article-title":"Stimulus Generalization: Some Predictions from a Model of Pavlovian Conditioning","volume":"2","author":"RA Rescorla","year":"1976","journal-title":"Journal of Experimental Psychology: Animal Behavior Processes"},{"issue":"4820","key":"pcbi.1011707.ref007","doi-asserted-by":"crossref","first-page":"1317","DOI":"10.1126\/science.3629243","article-title":"Toward a universal law of generalization for psychological science","volume":"237","author":"RN Shepard","year":"1987","journal-title":"Science"},{"issue":"4","key":"pcbi.1011707.ref008","first-page":"405","article-title":"Feature and Rule-Based Generalization in Human Associative Learning","volume":"24","author":"DR Shanks","year":"1998","journal-title":"Journal of Experimental Psychology: Animal Behavior Processes"},{"issue":"3","key":"pcbi.1011707.ref009","doi-asserted-by":"crossref","first-page":"177","DOI":"10.3758\/BF03192828","article-title":"Associative Learning and Elemental Representation: II. 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Shifting attention between perception and working memory; 2023. 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Effects of a negative mood on transfer and learning","volume":"17","author":"S Brand","year":"2007","journal-title":"Learning and instruction"},{"issue":"12","key":"pcbi.1011707.ref095","doi-asserted-by":"crossref","first-page":"1770","DOI":"10.1177\/0956797610387441","article-title":"Better mood and better performance: Learning rule-described categories is enhanced by positive mood","volume":"21","author":"RT Nadler","year":"2010","journal-title":"Psychological Science"},{"issue":"4","key":"pcbi.1011707.ref096","doi-asserted-by":"crossref","first-page":"1365","DOI":"10.3758\/s13428-014-0544-1","article-title":"A simple algorithm for the offline recalibration of eye-tracking data through best-fitting linear transformation","volume":"47","author":"MA Vadillo","year":"2015","journal-title":"Behavior Research Methods"},{"issue":"6","key":"pcbi.1011707.ref097","doi-asserted-by":"crossref","first-page":"3291","DOI":"10.1073\/pnas.1911348117","article-title":"Uncertainty in learning, choice, and visual fixation","volume":"117","author":"H Stoji\u0107","year":"2020","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1","key":"pcbi.1011707.ref098","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18637\/jss.v067.i01","article-title":"Fitting linear mixed-effects models using lme4","volume":"67","author":"D Bates","year":"2015","journal-title":"Journal of Statistical Software"},{"key":"pcbi.1011707.ref099","doi-asserted-by":"crossref","first-page":"104092","DOI":"10.1016\/j.jml.2020.104092","article-title":"Best Practice Guidance for Linear Mixed-Effects Models in Psychological Science","volume":"112","author":"L Meteyard","year":"2020","journal-title":"Journal of Memory and Language"},{"issue":"3","key":"pcbi.1011707.ref100","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1016\/j.jml.2012.11.001","article-title":"Random effects structure for confirmatory hypothesis testing: Keep it maximal","volume":"68","author":"DJ Barr","year":"2013","journal-title":"Journal of Memory and Language"},{"issue":"4","key":"pcbi.1011707.ref101","doi-asserted-by":"crossref","first-page":"1494","DOI":"10.3758\/s13428-016-0809-y","article-title":"Evaluating significance in linear mixed-effects models in R","volume":"49","author":"SG Luke","year":"2017","journal-title":"Behavior Research Methods"},{"issue":"1","key":"pcbi.1011707.ref102","doi-asserted-by":"crossref","DOI":"10.18637\/jss.v076.i01","article-title":"Stan: A probabilistic programming language","volume":"76","author":"B Carpenter","year":"2017","journal-title":"Journal of Statistical Software"},{"key":"pcbi.1011707.ref103","first-page":"3571","article-title":"Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory","volume":"11","author":"S Watanabe","year":"2010","journal-title":"Journal of Machine Learning Research"},{"issue":"6","key":"pcbi.1011707.ref104","doi-asserted-by":"crossref","first-page":"997","DOI":"10.1007\/s11222-013-9416-2","article-title":"Understanding predictive information criteria for Bayesian models","volume":"24","author":"A Gelman","year":"2014","journal-title":"Statistics and Computing"},{"issue":"4","key":"pcbi.1011707.ref105","doi-asserted-by":"crossref","first-page":"276","DOI":"10.1037\/h0076778","article-title":"A theory of attention: Variations in the associability of stimuli with reinforcement","volume":"82","author":"NJ Mackintosh","year":"1975","journal-title":"Psychological Review"},{"issue":"6","key":"pcbi.1011707.ref106","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1037\/0033-295X.87.6.532","article-title":"A model for Pavlovian learning: variations in the effectiveness of conditioned but not of unconditioned stimuli","volume":"87","author":"JM Pearce","year":"1980","journal-title":"Psychological Review"},{"issue":"4","key":"pcbi.1011707.ref107","doi-asserted-by":"crossref","first-page":"485","DOI":"10.1111\/insp.12026","article-title":"Gendered citation patterns in international relations journals","volume":"14","author":"SM Mitchell","year":"2013","journal-title":"International Studies Perspectives"},{"issue":"3","key":"pcbi.1011707.ref108","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1017\/pan.2018.12","article-title":"Gendered citation patterns across political science and social science methodology fields","volume":"26","author":"ML Dion","year":"2018","journal-title":"Political Analysis"},{"issue":"6","key":"pcbi.1011707.ref109","doi-asserted-by":"crossref","first-page":"0141","DOI":"10.1038\/s41550-017-0141","article-title":"Quantitative evaluation of gender bias in astronomical publications from citation counts","volume":"1","author":"N Caplar","year":"2017","journal-title":"Nature Astronomy"},{"issue":"4","key":"pcbi.1011707.ref110","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1017\/S0020818313000209","article-title":"The gender citation gap in international relations","volume":"67","author":"D Maliniak","year":"2013","journal-title":"International Organization"},{"key":"pcbi.1011707.ref111","article-title":"The extent and drivers of gender imbalance in neuroscience reference lists","author":"JD Dworkin","year":"2020","journal-title":"bioRxiv"},{"key":"pcbi.1011707.ref112","article-title":"Racial and ethnic imbalance in neuroscience reference lists and intersections with gender","author":"MA Bertolero","year":"2020","journal-title":"bioRxiv"},{"key":"pcbi.1011707.ref113","article-title":"Gendered citation practices in the field of communication","author":"X Wang","year":"2021","journal-title":"Annals of the International Communication Association"},{"issue":"7","key":"pcbi.1011707.ref114","doi-asserted-by":"crossref","first-page":"e2114509","DOI":"10.1001\/jamanetworkopen.2021.14509","article-title":"Gender Disparity in Citations in High-Impact Journal Articles","volume":"4","author":"P Chatterjee","year":"2021","journal-title":"JAMA Netw Open"},{"issue":"1","key":"pcbi.1011707.ref115","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1162\/jocn_a_01643","article-title":"Gender (Im)balance in Citation Practices in Cognitive Neuroscience","volume":"33","author":"JM Fulvio","year":"2021","journal-title":"J Cogn Neurosci"},{"key":"pcbi.1011707.ref116","author":"D Zhou","year":"2020","journal-title":"Gender Diversity Statement and Code Notebook v1.0"},{"key":"pcbi.1011707.ref117","doi-asserted-by":"crossref","unstructured":"Ambekar A, Ward C, Mohammed J, Male S, Skiena S. Name-ethnicity classification from open sources. In: Proceedings of the 15th ACM SIGKDD international conference on Knowledge Discovery and Data Mining; 2009. p. 49\u201358.","DOI":"10.1145\/1557019.1557032"},{"key":"pcbi.1011707.ref118","unstructured":"Sood G, Laohaprapanon S. Predicting race and ethnicity from the sequence of characters in a name. arXiv preprint arXiv:180502109. 2018;."}],"updated-by":[{"DOI":"10.1371\/journal.pcbi.1011707","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:00:00Z","timestamp":1704844800000}}],"container-title":["PLOS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1011707","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T18:37:43Z","timestamp":1704911863000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1011707"}},"subtitle":[],"editor":[{"given":"Tobias U","family":"Hauser","sequence":"first","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2023,12,21]]},"references-count":118,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2023,12,21]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.1011707","relation":{"new_version":[{"id-type":"doi","id":"10.1371\/journal.pcbi.1011707","asserted-by":"object"}]},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12,21]]}}}