As a guy I would appreciate your honesty. It's way better to tell him that you don't like him rather than lying to him about your feelings. (We guys get excited quickly).
Try to tell him in the friendliest way possible that you made a mistake, and that you see him more as a friend to talk to, and that you want to go slow. Good luck!