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Definition

to leave somewhere angrily

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How People Actually Use It

To leave work suddenly without warning, or cause, or simply, to not show up at all.

"“Hey you didn't show up for work, are you “Storming off?’” “He came in for about five minutes, then decided to ‘Storm off’ for the rest of the day."

Source: Urban Dictionary