Hi Philippa,
A man may stare into your eyes in this manner when he feels really drawn to you.
It may be a combination of your intellect and physical appearance that causes this.
If he has shown other recurrent behavior that indicates attraction, he may be hoping to get some kind of mutual response from you.
In other words, he may be waiting for a significant sign that you are attracted to him as well.