I build NLP pipelines on clinical and psychiatric data to study how language reflects motivation, agency, and mental health. My current work extends a transformer-based sentiment analysis pipeline to examine how motivational agency interacts with treatment outcomes in a 7-Tesla fMRI biofeedback trial for major depressive disorder. I’m currently writing this up as a manuscript.