Following the events of the first film "Call Me Mr. J".  We pick up several hours later, post Harleen and Joker's final session.  Now covered in blood and sporting his iconic knife, the Joker has Arkham's own, Dr. David Thurman, gagged and bound to a chair while Harleen watches from court side as she unwittingly wanders deeper into the Joker's madness.