closet
(adj) Describing an aspect that one keeps rather private or completely secret, usually due to fear of social rejection. Commonly used in reference to homosexuality, but not exclusively.
"Yep, my brother has his guilty pleasures when it comes to music. He's closet hair metal fan, believe it or not."
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