What is the meaning of [A guilty conscience needs no accuser]

“People who know they have done wrong reveal their guilt by the things they say or the way they interpret what other people say.”, Source for meaning Martin H. Manser (2007). The Facts on File Dictionary of Proverbs. Infobase Publishing. p. 112. ISBN 978-0-8160-6673-5.