Roasting tomatoes (and most veggies) will help to caramelize the natural sugars in the ingredients and cook away some of the liquid content, leading to more concentrates, intense, sweeter flavor bombs. In tomatoes, it seems to be particularly noticeable, though, with many people ONLY enjoying either raw or roasted tomatoes because of the flavor difference.