King Shark's Turf is under the central bridge of Atlantis (Location). It is where players end up after being sucked into the vortex at the end of Atlantis: Royal Palace.
King Shark as well as a couple of Sea-Touched Atlanteans loyal to him can be found here. There is also a portal here, which leads to the Royal Hideout to the south.