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Fly off the handle
Emotional Intensity
The phrase suggests a sudden shift to extreme anger, typically in an uncontrolled manner. 
Surprise Element
The anger is often unexpected and may seem disproportionate to the situation. 
Negative Connotation
Using this phrase usually implies a criticism of the person's reaction as being unreasonable. 