In the negative sense, a fanboy is considered by me to be someone who blindly likes something, despite its problems, and considers anybody who disagrees with their opinion to be stupid, ignorant, etc.

In the normal sense, a fanboy is considered by me to be simply a fan of something. It's usually quite easy to tell which definition I'm using when I use the word.