Beyond a Bag of Features: Set-Level Instability in Sparse Autoencoders

Nikolai Bolik, Lennart Stöpler, Artur Andrzejak

Shani et al. (2026) show that LLM representations broadly recover human category boundaries, while failing to reflect fine-grained typicality structure. Their analysis uses cosine…