I actually get that even when I'm in a group of friends. It's overwhelming to be surrounded by a lot of people and that can bring on a panic attack.
What I do when that happens is breath in and out slowly and, if nessicary, go to the bathroom and rinse off your face to calm down. If it gets really bad you might need to leave the store before you break down in hysterics.