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Make somebody’s hackles rise
Animal Origins
The phrase comes from how angry animals raise their fur. It suggests a natural, instinctive reaction. 
Emotional Intensity
Used to emphasize strong emotions, not mild irritation. It means someone is deeply annoyed or upset. 
Metaphoric Use
While it suggests a physical response, it's usually used metaphorically for emotional reactions. 