At the time, barely a few days into this apocalypse, the characters have no idea how widespread this situation is. For all they know there could be a cure already, or in progress. What we as players know shouldn't have anything to do with it.
In that situation, Glenn is entirely correct in saying you can't give up. Maybe if it were later in the apocalypse where they knew what was going on, but that early? No.