cower down
To crouch or otherwise make oneself smaller, usually out of fear. When I heard that loud bang, I immediately cowered down behind the door.
cower down (from something)
and cower down (with something)to crouch down, displaying an emotion, such as fear. They cowered down with sheer terror. I would cower down from fright in a similar situation.