Really cool work on using SAEs for topic modelling coming out recently. Allow me to put a very similar idea using linear decomposition of embedding spaces, which I explored in my Master's thesis in 2024, on your radar!
Well you're in for a treat: Linear decomposition of embedding spaces for topic modelling, but using old-school clustering 🙃 aclanthology.org/2025.finding...