I think that RJ is Patrick Jane's father. If you think about it, he has taught Jane everything he knows, and probably wants to prove a point to him. RJ also let Jane live. He also knows what makes Jane smile an what his happy memories are. RJ is Jane's father and wants to get back at Jane for tarnishing his name, disrespecting him when Jane was younger, and leaving him for a separate life.
