Yup! You can't kill a guard, they stay at 0 HP then proc an instant kill attack named "Riot Control" on the players attacking them if the fight last long enough.

Lady, you started playing long after the update, so it's just a normal part of the game for you. And no, guards can't be killed. It's to prevent crime without any consequence whatsoever.