Shigofumi is one newer (just finished) anime that is very much on the dark side of human nature.
Mnemosyne is dark. Not just Yuri, but also heavy S&M, as you can see from CeDeR's barbed-wire-wrapped avatar (this is mild, compared to what you see in the anime itself). The villain is a real piece of work...