It depends on your actions and the perspective of the story. Maybe you've done some things that make you seem like a villain, or maybe there's a misunderstanding.
The villain with a crush might show conflicting emotions. They could be cruel in their usual actions but soft and vulnerable when it comes to the person they have a crush on.