Level up. If the situation is as I remember it to be, you can either go out, wander around and fight the guards, or you can set off the alarm and fight them in greater numbers. You want to fight them normally for a while and raise your levels, then set off the alarms. There's nothing you can do to make them stop coming at you. I know I had a problem here too, and I had to grind a bit.