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I imagine if you think about it hard enough, you'll realize that the reason why "biased" is allowed but "fanboy" isn't is because of connotation.

The word "bias" has a relatively neutral connotation. The word "fanboy" is quite negative and makes more assumptions than the word "bias" does.