It just reflects a choice (one that is more natural to humans, it seems) to start counting from zero. You haven't seen 'negative' number of geese becuase you choose to start counting a set with no geese as 0. This doesn't hold with temperatures. You have seen negative temperatures (in all likelihood). We could just as easily have decided that the normal amount of geese to have is 100, so 1 goose in the old money is -99 in the new.
1 and -1 are just as real as each other, not that I'm saying how real that is. It is just that it normally makes more sense to scale your world so that 0 corresponds to nothing.
Note, you've not seen a 1 ever, either, just something with a property someone labels oneness.