The phrase is casual and more common in informal situations or personal conversations. When you keep asking me the same question, you bug the crap out of me.
Pro Tip 2/3
Emotional Intensity
Shows strong emotional response; indicates that the annoyance is not trivial. She talks during movies and it bugs the shit out of everyone.
Pro Tip 3/3
Hyperbolic Language
Often used for emphasis, not to be taken literally. He's bugging the hell out of me—I'm not actually enduring hell.