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Previous empirical work addresses partner control\u2014how individuals decide whether and how much to reciprocate\u2014whereas the equally critical dimension of partner choice, deciding whom to reciprocate when aided by multiple benefactors, remains understudied. This gap is addressed by testing two determinants: social\u2010emotional motivations and reciprocal efficiency (the efficiency of reinforcing future relational capital). Combining an interpersonal task with fMRI multivariate neural expressions and representational similarity analysis, it is demonstrated that efficiency recalibrates choices between altruistic and strategic benefactors by shifting the neural balance between distinct social\u2010emotional concerns. When reciprocating to altruistic benefactors yielded higher efficiency, participants prioritized communal concerns (gratitude\/guilt) represented in the ventromedial prefrontal cortex, whereas higher efficiency for strategic benefactors led them to prioritize obligation represented in the ventral striatum. General efficiency engaged the putamen, dorsomedial prefrontal, and orbitofrontal cortices; the inferior parietal lobe integrated efficiency\u2010driven recalibration. These findings suggest that efficiency does not merely optimize material outcomes but adaptively reweights social\u2010emotional concerns behind reciprocal partner choices, bridging economic models of rational choice with psychological theories of social emotions, offering insights into human cooperation and related practical applications.<\/jats:p>","DOI":"10.1002\/advs.202516509","type":"journal-article","created":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T05:59:28Z","timestamp":1762754368000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Efficiency Recalibrates Social\u2010Emotional Trade\u2010Offs Behind Partner Choice in Direct Reciprocity through Intention\u2010Specific Neural Bases"],"prefix":"10.1002","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-4022-0880","authenticated-orcid":false,"given":"Rui","family":"Liao","sequence":"first","affiliation":[{"name":"Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention School of Psychology and Cognitive Science East China Normal University  Shanghai 200062 China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xintong","family":"Li","sequence":"additional","affiliation":[{"name":"School of Psychological and Cognitive Sciences Peking University  Beijing 100871 China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-6834-8769","authenticated-orcid":false,"given":"Xuqi","family":"Liu","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention School of Psychology and Cognitive Science East China Normal University  Shanghai 200062 China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yu","family":"Nan","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention School of Psychology and Cognitive Science East China Normal University  Shanghai 200062 China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaolin","family":"Zhou","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention School of Psychology and Cognitive Science East China Normal University  Shanghai 200062 China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8901-6137","authenticated-orcid":false,"given":"Xiaoxue","family":"Gao","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention School of Psychology and Cognitive Science East China Normal University  Shanghai 200062 China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2025,11,9]]},"reference":[{"key":"e_1_2_9_1_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41562-018-0385-5"},{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-psych-081920-042106"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1133755"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cub.2007.06.004"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2013.06.003"},{"key":"e_1_2_9_6_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-economics-080213-041312"},{"key":"e_1_2_9_7_1","doi-asserted-by":"publisher","DOI":"10.1257\/000282805774669736"},{"key":"e_1_2_9_8_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1142996"},{"key":"e_1_2_9_9_1","doi-asserted-by":"publisher","DOI":"10.1038\/nrn3776"},{"key":"e_1_2_9_10_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.psych.121208.131647"},{"key":"e_1_2_9_11_1","first-page":"19","volume":"18","author":"Dufwenberg M.","year":"2001","journal-title":"Homo Oecon.\u2010J. 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