From what I hear, this is because cats take direct eye contact as a challenge... which is also why the people that try to avoid cats tend to attract them.
-NyagatoThat Yuki, she's like a cat, isn't she?How so?Well-When you meet eyes with a cat, it stands still, right?I remember that from looking at YukiA cat...She doesn't move...A cat!?