Prisoners get thrown into freezing cold cells in the winter with no blanket and wearing just underwear. Guards can beat you to a pulp and then claim you attacked them. Most guards know not to do that, an inmate with nothing to lose could shank a guard in the throat.
Guards can steal mail, cut off phone calls ect...