The dictionary simply says, "a person who loves parties," but there are several kinds of parties. Somehow, I don't think that a woman who enjoys going to elegant formal dinner parties could be called a party animal, even though it would align with the definition in the dictionary.
I think it refers to something more along the lines of when we stay up too late. Am I right?