Context Word: heavy. 
Question: PersonX was very heavy but not PersonY because _ would often eat all sorts of unhealthy food in large amounts. 
Answer: PersonX
PersonX was very heavy but not PersonY because _ would often eat all sorts of healthy food in small amounts.