Synonyms for Guilt (same or very similar meaning)
WordNet sense 1 (the state of having committed an offense):
guiltiness
WordNet sense 2 (remorse caused by feeling responsible for some offence):
guilt feelings, guilt trip, guilty conscience
From the ODE community, based on WordNet
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