I know I am just a nasty old guy, but I want to throw a little damper in.

You say if he does not pay attention you rub his head all over. This would be considered a "reward". Behavioral science tells us that any behavior that is rewarded will most likely appear again.

Can you see the point? Yell at him when he does not pay attention and rub him when he did right.

Good luck!