Context Word: dog. 
Question: The dog at the dog park ran up to PersonX before PersonY because he could sense that _ was afraid of dogs. 
Answer: PersonX
The dog at the dog park ran up to PersonX before PersonY because he could sense that _ was obsessed with dogs.