Linear socio-demographic representations emerge in Large Language Models from indirect cues

Paul Bouchaud, Pedro Ramaciotti

We investigate how LLMs encode sociodemographic attributes of human conversational partners inferred from indirect cues such as names and occupations. We show that LLMs develop lin…