A guilty conscience refers to a person who has done bad things. He is always afraid of being exposed.
Other similar idioms are as follows:
Have a guilty conscience: fear. Refers to doing something bad, fearing to be known, and always feeling uneasy.
Have a guilty conscience: fear. Refers to doing something bad, fearing to be known, and always feeling uneasy.