Well, my girlfriend and co-founder flips out whenever I touch her monitor. I understand where she's coming from, and we're still together, so you can probably get away with warding off your co-workers paws.

This assumes of course that they don't harbor some secret dislike for you, such that your complaints might touch off an avalanche of retribution that leaves you jobless, homeless, and pariahed by society at large.