Actually, "STFU" is an Initialism, Not an Acronym.

Lulz. For when you're sick of all the nitpicky details. 

McSweeney's Internet Tendency: Actually, "STFU" is an Initialism, Not an Acronym.
http://www.mcsweeneys.net/2011/6/2moreau.html