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Get your knickers in a twist
Informal Use
This phrase is casual and might be inappropriate in formal or serious situations. 
British Origin
It's a British phrase, so it's more recognizable and acceptable in the UK than other English-speaking regions. 
Mild Ridicule
The phrase can express mild mockery, suggesting that someone's reaction is unreasonable. 