TIL in Pokemon Red/Blue, the remaining Pokemon that doesn't get picked by you or your rival is kept by Professor Oak. You can perform a glitch in the game to battle Professor Oak and he has that unused starter Pokemon at its final evolution along with a team of Pokemon on par with the Elite 4's.