No, your happiness will not increase. Happiness is increased by catching with a Luxury Ball, walking (although the number of stats needed to increase happiness has not yet been determined), getting a massage, eating vitamins, leveling up, and using Berries that increase happiness. Holding a Soothe Bell will increase the happiness gained from these.
