It works the other way too. Low voltage is not really "safe", we can just tolerate the risk most of the time. Soak your hands in some saltwater & then grab 12 volt rails, it'll hurt like hell.
“Lick a 9V” is usually how I phrase it. Not the best feeling in the world.