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Study 1f tested the hypothesis that dynamics are translated into concepts by embedding states in a geometric space where proximity encodes transition probabilities (bottom right). This model (top left) predicted conceptual similarity more effectively than either the successor representation (not pictured) or the raw transition probabilities (top right).
