Arthur feels guilt or guilty about the money he has amassed and how he has gotten it, so he tries to absolve himself by giving it away, often arbitrarily. Eames is hand and goes a long with it because he loves Arthur and is trying to understand but eventually Arthur's catharsis/guilt drives him away.