acronym for shut the fuck up. Used mainly in computer-based conversation (instant messaging, email, text messaging, etc.)I told that jerk to STFU yesterday.Stfu. See more words with the same meaning: Internet, texting, SMS, email, chat acronyms (list of). See more words with the same meaning: censored replacements for offensive terms (list of).