In Peter Jackson's film trilogy, Sauron is specifically shown as ... This gives the indication of a literal, visible eye ...
It is the place, however, for some incredible intricate brickwork, a tower structure that lets you have a huge, functional set of doors, and an eye of Sauron that uses ding, ding, ding ...