This talk introduces some recent lines of research in social science that apply natural language processing to analyze beliefs and attitudes using observational data. When do politicians use more emotion, rather than logic, in their rhetoric? When do judges use notions of economic efficiency, rather than fairness or justice, in their written opinions? What can language tell us about political views or social attitudes?