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Leave/let somebody alone
Empathy Needed
Use the phrase when someone is going through tough times and needs space. 
Subtle Request
It can be a polite way to ask for personal space without being rude. 
Quiet Displeasure
The phrase might hint at annoyance without stating it directly. 