We are in love with this guy at work. He likes cuddling or hugging me during working hours but after that he never organise that we can go out after work.

What kind of job allows you and a co-worker to hug and cuddle at work. The fact that he doesn't want to make plans afterwards just says he's using you at work for a time passer. Stop being so naïve.