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This paper probes whether visual foundation models maintain persistent spatial states by evaluating four capability levels—spatial structure, object persistence, predictive spatial update, and actionability—using frozen-feature probes on ten representations under streaming egocentric observations, finding that readout accuracy does not guarantee history-based updates or reliable goal-directed action.