Context Word: exercise. 
Question: PersonX loved to go to the gym to exercise while PersonY preferred to be outside; _ primarily ran on the treadmill. 
Answer: PersonX
PersonX loved to go to the gym to exercise while PersonY preferred to be outside; _ primarily ran on the trail.