The Executioner's Fountain is so named because it's the place where the executioner cleaned his sword.
The fountain is called the Executioner's Fountain, because here he rinsed his sword and washed his hands after carrying out his orders; examples of his handiwork were displayed on pikes at the Imperial Gate.