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In high dudgeon
Archaic Tone
The phrase is old-fashioned; use it to sound dramatic or humorous in modern settings. 
Strong Emotion
Use when describing a reaction filled with intense indignation or resentment. 
Public Display
Often implies someone showing their anger openly, especially where others can see. 