The primary hormone released during exercise that contributes to mood improvement is endorphins. These hormones act as natural pain relievers and mood elevators, often leading to the "runner's high" sensation. They can also reduce stress and anxiety levels, promoting a positive state of mind and enhancing overall well-being during and after physical activity.