On every play-through of the game, there will be an encounter with zombies when the elevator stops on one of the three accessible floors of the hospital, thus making it a 33% chance that you will encounter zombies on this floor when you return here using the elevator.
Only appear here after acquiring the Vaccine, and only if there are no Zombies and you have not encountered Hunter Beta's on either the fourth floor or the basement level.