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Scare, annoy, etc. the hell out of somebody
Intensity Emphasis
The phrase exaggerates the feeling to show a very strong reaction. 
Colloquial Usage
Used mainly in informal situations among friends or in storytelling. 
Emotional Weight
It adds emotion and color to a story, showing a personal experience. 