Girl B will start to see herself as 2nd Place. Since you actively sought out Girl A and was denied, Girl B will wonder if you still have feelings.
I asked a girl out once and was turned down because she was already dating someone. I then asked our her roommate out and she accepted. But it feel apart because she felt like she was sloppy seconds.