Beliefs and motivation

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I'm looking for literature about what really guides people's actions and what people believe that controls them.

It's a bit hard to explain. I have a friend who, when discussing a phenomenon, resorts to "they must like it, therefore they act like that": To me that's an unsatisfactory explanation.

I'm not too experienced with philosophy or psychology in general but would appreciate you pointing me towards authors who discuss these ideas.