Changing your bike won't change anything but the bike. Some people just have that "talk to me" face, attitude, posture, whatever.
You can step up your non-verbal clues. Tell them you don't want to talk. Wear ear buds, even if they are plugged into nothing. Turn away and start talking to another person at the first pause. Lots of things.
Good luck.