Model Directions, Not Words: Mechanistic Topic Models Using Sparse Autoencoders. - Carolina Zheng; Nicolas Beltran-Velez; Sweta Karlekar; Claudia Shi; Achille Nazaret; Asif Mallik; Amir Feder; David M. Blei (CoRR, 2025)