could be a muscle called the Rhomboid muscle, stretches help. I have the same problem. Physical therapist gave me exercises to do. helps to roll a hand towel and lay on the floor with it between your shoulder blades for a while, shoulder shrugs and rolls also helped.
It actually can become a knot in your back and can increase in intensity so that the pain can radiate to the front and cause chest pain.