No..that's not true at all. Many people feel guilty who aren't actually guilty. Guilt is easily instilled by manipulative cons to get people to submit to them. Religion is well-known for this, weekly instilling shame and guilt in people for their supposed sins so as to keep them compliant to and dependent on them. OTOH there are many people who are guilty but who don't feel guilt. Psychopaths for instance.