I can't ID worms on sight, but your guess of E. fetida is fairly likely. Lumbricus and Aporrectodea are two other common northeastern genera. The "fat" is actually a reproductive structure; when the worm lays eggs, it deposits them in this clitellum and sheds the whole thing, then grows a new one.