Studies on deterrence have found exactly this. Researchers have interviewed people in jail and found that they largely didn't know the extent of the punishment, and/or viewed people who do get caught as having made some mistake that they're too smart or careful to make. It gets down to the fact that effective deterrence relies on people accurately assessing the risk of getting caught, and people are fucking terrible at assessing risks.