Propositional attitudes are mental states held by an agent toward a proposition, such as believing, desiring, or hoping that a certain statement is true. They are crucial in understanding how individuals interact with the world and form the basis for theories of mind and language, as they explain how thoughts are connected to linguistic expressions and actions.