Do you think this will make him think? And miss me even more?

No, but a big going away party with all your friends except him, may make you feel better.(Ooops that mean streak again, sorry) NO WAY, am I going to feed you false hope. For your own sake, stop worrying how he feels or reacts. That's not why your moving, and thoughts like that are distracting for you. You want a fresh start so think of all the things you'll do next, that you will enjoy, and make you happy.