“The Village Pantry” on Second. You’re thinking of “Rick’s” on State.
I ate at one of them a couple years ago when we were there for the Ann Coulter thing, but I don’t exactly remember which one. It was long and skinny and the back door opened right into the parking lot. The interior was painted a bluish color, IIRC.