Why? It's just a word. Just simply don't let it bother you. I embrace the term. It's better than Otaku. Anyone who calls themselves an Otaku is a filthy Weeaboo.
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I've been called a weeb more times then I can count and it doesn't offend me in the slightest, I don't understand how people get legitimately pissed when they get called one.