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Be dying for something/to do something
Intensity
The phrase expresses a strong desire, almost like a need, but is not a true emergency. 
Informal
This phrase is casual and best used in informal contexts, like conversations with friends. 
Exaggeration
It's often an exaggeration, so use it to show enthusiasm rather than actual distress. 