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Paramour
Concealed Relationship
Paramour is used when the relationship is hidden from others, often due to its illicit nature. 
Infidelity Implied
The term usually implies that at least one person involved is cheating on their spouse or partner. 
Negative Connotation
Paramour often carries a negative judgment and is used to express disapproval. 