Context Word: crabs. 
Question: PersonX did not eat the crabs on the salad at the lunch PersonY made, as _ is allergic to sea food. 
Answer: PersonX
PersonX did not eat the crabs on the salad at the lunch PersonY made, as _ loves sea food.