There's a large volume that contains all of Arthur C. Clarke's science fiction short stories. They're great because they are indeed short, and while not all of them are good, a number of them fill me with the same sort of wonder I get from reading the first Foundation book.

If you're on an Asimov kick, The Caves of Steel is also pretty good, and has a Foundation-style twist at the end.