I would give it time and see if he comes around. What about before you start? does he only get bugged when the bike is stopped after you start or is he always worried about it from the time you take it out?
When I was younger I would roller blade with my Newfoundland/malamute mix and we were flying all over the town, it was a blast!
I did biff it a few times