Context Word: barking. 
Question: PersonX hated to hear barking dogs while PersonY didn't mind it, so when the neighbors dogs started barking outside, _ was angry. 
Answer: PersonX
PersonX hated to hear barking dogs while PersonY didn't mind it, so when the neighbors dogs started barking outside, _ was unfazed.