Only if you hit your target. That is not a sure bet under the kind of circumstances that you would be attempting the shot in. A water pistol is harmlessly and soberingly demonstrative of the difficulty.
If you believe the DC morgue, Vince Foster shot himslef behind the ear with a .22 and had to then use a 38 special through the mouth to finish the deed.