Penultimate means “second to last.” It does not mean “better/cooler than ultimate,” in the opposite way that you might use infamous instead of famous. (It doesn’t mean an arbitrary one in a group, either)
Google on penultimate guide and you’ll see a plethora of piƱatas of misuses.