Hello, Cheesetronaut, and welcome to Psych Central!

I agree that you should share some of your feelings with your girlfriend. Maybe ask "what can I do to be more supportive and to show you I care?"
Your therapist can be helpful here. I can understand your feelings, but it probably would be good not to sound too clingy. I don't think one person can meet all of another person's needs, anyway.