Neural subspace reorganization reflects value-based decision making

Value-based decision making requires maintaining and comparing multiple option representations associated with different values. Then, the chosen option must be communicated to downstream regions to drive behavior. The neural circuits involved in value-based decisions are increasingly well understood, but less understood is how decisions shape option representations. We recorded from lateral prefrontal cortex (LPFC), a central hub for transforming options into actions, while non-human primates (NHPs) held two sequentially presented option-value pairs (spatial targets and abstract reward cues) in working memory, then chose the option with the higher value. This revealed how decisions dynamically reorganize option representations in LPFC. We found that, once decisions could be made, representations of chosen and unchosen options rotated into orthogonal subspaces and the chosen option representation was expanded. Before decisions, the first- and second-presented options were maintained separately. After decisions, the chosen option was rotated into a subspace with a consistent representation of the prescribed action, regardless of its presentation order. This suggests a mechanism for value-based decisions where the decision drives a neural subspace reorganization that facilitates selective and efficient readout of the chosen action.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-02-03
DOI
https://doi.org/10.64898/2026.02.02.703171
Primary Topic
Neural and Behavioral Psychology Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Neural subspace reorganization reflects value-based decision making

Scott L. Brincat, Earl K. Miller, Nikolaos Chrysanthidis, Huidi Li et al.
bioRxiv (Cold Spring Harbor Laboratory)
Neural and Behavioral Psychology Studies
article

Neural subspace reorganization reflects value-based decision making

Scott L. Brincat, Earl K. Miller, Nikolaos Chrysanthidis, Huidi Li, Jonas Rose
article en

Abstract

Value-based decision making requires maintaining and comparing multiple option representations associated with different values. Then, the chosen option must be communicated to downstream regions to drive behavior. The neural circuits involved in value-based decisions are increasingly well understood, but less understood is how decisions shape option representations. We recorded from lateral prefrontal cortex (LPFC), a central hub for transforming options into actions, while non-human primates (NHPs) held two sequentially presented option-value pairs (spatial targets and abstract reward cues) in working memory, then chose the option with the higher value. This revealed how decisions dynamically reorganize option representations in LPFC. We found that, once decisions could be made, representations of chosen and unchosen options rotated into orthogonal subspaces and the chosen option representation was expanded. Before decisions, the first- and second-presented options were maintained separately. After decisions, the chosen option was rotated into a subspace with a consistent representation of the prescribed action, regardless of its presentation order. This suggests a mechanism for value-based decisions where the decision drives a neural subspace reorganization that facilitates selective and efficient readout of the chosen action.

bioRxiv (Cold Spring Harbor Laboratory)
McGovern Institute for Brain Research (US), Institute of Cognitive and Brain Sciences (US), Massachusetts Institute of Technology (US), Ruhr University Bochum (DE)
Multidisciplinary University Research Initiative, Office of Naval Research, National Eye Institute, National Institute of Neurological Disorders and Stroke, Army Research Office
Peace, Justice and strong institutions
Openalex Percentile: Top 68%
Neural and Behavioral Psychology Studies
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