I was the only girl in my year who liked LOTR, and my friends were shocked because I "don't seem the type" to like such things.
So it's definitely seen to be geeky...but that doesn't mean it is. And I was never seen as a geek in school....yet I was secretly part of the engineering and chess clubs...*hides*