When people prod me for fun I get very close to punching them in the face. At least one time I actually did do that, someone snuck up and touched me behind me and I swung on them. I pretty much only instinctively hit someone if they sneak up on me, though. I view people play hitting me or touching me as an act of aggression, not them being funny, that's partially due to life experience, though. If I like, know who the person is, and know they're not a "threat" then I can avoid hitting them, but if I'm surprised, I view it as a threat and usually hit them or get close to hitting them. I don't have tolerance for people who do it more than once if I tell them plainly to stop.
Anyway, as far as Aspergers goes, well, it depends. I get two answers "Oh, you're just fine blah blah blah" then remarks after about how I'm weird like you're describing. Others, though, I bring up Aspergers and they're like "Oh yeah, that doesn't surprise me at all" especially my longtime friends.