Indiana chimes in with --- goosebumps
lived in Tennessee for twenty years and often heard chill bumps, but if you were afraid of something, it wouldn't be chill bumps! Living in a metropolitan area where many non-native southerns began to move in, goosebumps became the more common word.
Then there is the more descriptive, "that makes the hairs on my arm stand up!"