Decodability is Not Causality: Dissociating Probe Readouts from Behavioral Drivers via SAE Decomposition.

arXiv:2609.18080v1 Announce Type: new Abstract: Linear probes can decode safety-relevant concepts such as truthfulness from language-model activations, but probe accuracy may show only decodability, not that the features the probe weights causally drive model