
Bug the hell/crap/shit out of somebody
Informal Context
The phrase is casual and more common in informal situations or personal conversations. 
Emotional Intensity
Shows strong emotional response; indicates that the annoyance is not trivial. 
Hyperbolic Language
Often used for emphasis, not to be taken literally. 