And they are also dumb in that situation where people with guns would wear such collar and instead torture you until you spit out the combination. There are no unbreakable lock where the weakest link is human. Human can be fucking nasty in situation like that.
Also, the guards could simply cut off power supply(to the storage/locks) and brute force it to be traditional bunker. Before the overlord wannabe comes to their new hideout.