Anthropic’s Natural Language Autoencoders translate hidden activations into readable text, revealing Claude planning rhymes mid-couplet and suspecting it was being safety-tested more often than it let on.
The corpus has recorded models concealing actions, then reporting them. This is the layer beneath: what the system was thinking while it decided which.