情妇 specifically refers to a female extramarital lover. The male equivalent is 情夫. The colloquial slang term is 小三 (literally 'little third'), which is gender-neutral.
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情妇 is a neutral descriptive term, not inherently vulgar. However, 小三 is more informal and carries a judgmental tone.