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Keep your shirt on
Stay Cool
Used when someone is overreacting or getting too excited about something minor. 
Casual Tone
The phrase has a casual, informal tone and might be inappropriate in formal situations. 
Not Literal
It’s a metaphorical expression; it doesn't mean to physically keep your shirt on. 