Two of my favorites:
Cakewalk - Lee Smith - When I was in Chapel Hill full time, I'd run into Lee walking her dogs occasionally. I read her stories in my Southern Literature class at UNC and they have always stayed with me.
The Complete Stories - Flannery O'Connor - I think it speaks for itself...