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The results caution against inferring steerability from probe accuracy and establish a developmental bottleneck: representation formation reliably outpaces causal readout consolidation.
A decoupling in how a transformer organizes causal knowledge is reported: slot-by-type structure induced by type-level supervision organizes routing, yet remains functionally decoupled from answer readout.
The complete pipeline -- detect, localize, and release -- is submitted to a fully preregistered stress test on a 25.7M transformer trained on causal-evidence discrimination, where a known suppression phenomenon (latent causal structure present but behaviorally unused) has previously been documented.
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