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Give me a break!
Expressing Frustration
Show that you're feeling frustrated when something seems unreasonable or when someone is bothering you. 
Show Disbelief
Indicate that you think someone's statement is too silly or shocking to be taken seriously. 
Not Too Formal
It's a casual phrase more appropriate for informal conversations than formal settings. 