I personally do this too. I find it does help stress but, like you find myself feeling guilty. I notice that, if I masturbate with my girlfriend present or even on the phone with her I do not feel guilty. Thus my reason for guilt is because I feel it is being selfish and is kinda like I'm cheating on her. That could just be me but you sound like you may feel similar.