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Get under somebody’s skin
Negative Emotion
Used to express negative feelings; it implies that something is particularly annoying or upsetting. 
Colloquial Speech
Common in casual conversation; may be inappropriate in formal contexts like business meetings or academic papers. 
Emotional Response
Often used to show the speaker's irritation has an emotional component, not simply a logical one. 