Oh hun - Im so sorry for your loss Could you talk to your girlfriend and explain that you dont think you will be able to go but maybe you could go out with just her later on for lunch or something and you could give her a little gift then? That way you can privately and personally let her know how you feel without having to be there for the shower where it might be oo painful.
Im sure she will understand as your loss is so recent.
Good luck.