Context Word: party. 
Question: PersonX hoped friends threw a surprise birthday party for them, but not PersonY, because _ loved surprises. 
Answer: PersonX
PersonX hoped friends threw a surprise birthday party for them, but not PersonY, because _ hated surprises.