AI is often thought of as a black box -- there's no ready way to figure out what's going on inside. That's changing a little, in some eye-opening ways. In this essay I discuss how some researchers are gleaning what "beliefs" models are forming about their human interlocutors as they converse, and how those beliefs correlate to what the models say and how they say it. There are lots of policy implications!