| name | contextual-role-object-geometry |
| description | Contextual Role Modulates Object Representational Geometry in the Human Brain. fMRI study showing how object representations are dynamically remapped based on contextual role (action target vs passive element), with double dissociation between action affordance and semantic representational organization. Activation: representational geometry, fMRI object recognition, contextual modulation, action affordance, ventral dorsal stream, brain network remapping, naturalistic neuroscience, object representation
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Contextual Role Modulates Object Representational Geometry
Paper: arXiv:2605.23111 (May 22, 2026)
Authors: Julien Dirani, Shankar Chawla, Leila Wehbe, Bradford Z. Mahon
Affiliations: Carnegie Mellon University, University of Rochester
Core Problem
The human brain represents objects in a way that is both invariant across instances and flexible enough to support different contexts and tasks. Yet it remains unknown how object representations are dynamically remapped as the same object shifts across contextual roles — specifically how the brain distinguishes between objects that are passive elements in a scene versus targets of goal-directed actions.
Experimental Design
- Method: fMRI combined with naturalistic movie viewing
- Paradigm: Same objects appearing in two distinct contextual roles:
- Action targets: Objects that are the goal of a character's action
- Passive elements: Objects present in the scene but not acted upon
- Analysis: Representational Similarity Analysis (RSA), searchlight mapping, and multivariate pattern analysis
Key Findings
1. Double Dissociation in Representational Geometry
- Target objects (action targets): Representational geometry organized by action affordance and hand posture affordance dimensions
- Passive objects: Representational geometry aligned with semantic dimensions
- This double dissociation was observed within the brain networks most strongly encoding objects in their respective contexts
2. Network-Specific Recruitment
- Action target network: Parietal action network centered in supramarginal and postcentral gyri
- Passive object network: Distributed occipito-temporal network involved in visual object recognition
- Demonstrates that context determines which neural system processes the same visual input
3. Context-Invariant Visual Representations
- Visual representational structure remained invariant to context (same object regardless of role)
- Outside context-specific brain networks, representational content retained context-invariance
- Indicates that flexibility and invariance operate at different levels of the same representational system
4. Neural Remapping
- Object representational geometries are dynamically remapped based on moment-to-moment changes in contextual relevance
- This remapping occurs within naturalistic viewing conditions, not just controlled laboratory paradigms
Methodology
- fMRI Scanning: Whole-brain BOLD imaging during naturalistic movie watching
- Stimuli: Commercially-produced animated movies with rich narrative content
- ROI Analysis: Functionally defined regions based on contextual modulation effects
- Representational Geometry: Multi-dimensional scaling of neural dissimilarity matrices
- Control Analyses: Controlling for low-level visual features, attention, and task demands
Implications
- Neural basis of contextual flexibility: Shows how the brain dynamically reconfigures object representations based on current behavioral relevance
- Ventral-dorsal stream interaction: Demonstrates that object representations in the ventral stream are modulated by dorsal stream action systems
- Naturalistic neuroscience: Validates that these contextual effects operate during naturalistic viewing, not just controlled experiments
- Cognitive neuroscience: Provides a neural mechanism for how context-dependent behavior is supported by flexible representational geometries
References
- Dirani et al. (2026). Contextual Role Modulates Object Representational Geometry in the Human Brain. arXiv:2605.23111
- Mahon & Caramazza (2011). The organization of the conceptual system: The distinction between objects and actions.
- Haxby et al. (2001). Distributed and overlapping representations of faces and objects in ventral temporal cortex.
- Kriegeskorte et al. (2008). Representational similarity analysis — connecting the branches of systems neuroscience.
