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Conceptual geometry is consistent across representation space and behavior space.

wurgaft-goodfire-manifold-steering-2026.md
Frontmatter (12 fields)
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  "context": "Interpretive assertion: the same geometric structure (e.g. circular for days) appears identically in both internal activations and output probabilities.",
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    wurgaft-goodfire-manifold-steering-2026.md