This happened to me in high school. I was taking some of my buddies home from football practice and was pulled over. Me (the one white guy) and two black guys. A sheriff's deputy pulled us over. He asked us to get out of the truck and sit on the ground while he asked us questions, a lot of questions. A few minutes later another deputy showed up and asked if he could search the truck. The deputy that pulled us over was black, the other was white. They thought I was buying or selling drugs. Given the amount of drug activity in the area, and that the area was mostly black and I wasn't gave him reason to pull me over.

If someone wants to say my privilege was not living in that type of area then I guess maybe, though my situation wasn't too much better. This whole notion of having privilege is absurd.