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Have it in for somebody
Negative Emotion
It suggests a strong dislike, not just a mild annoyance or typical disagreement. 
Subtle Intention
The phrase implies a covert plan or intent to harm, not necessarily through direct confrontations. 
Long-term Hostility
It can imply a long-standing resentment that might not easily be resolved. 