Radiation stress by incoming sea surface waves or swell can raise the mean level of water in a harbor by an amount independent of the size of the harbor. This setup can be a significant confounding factor in determining sea level changes, if the sea level gauge is inside a harbor with a moderately shallow entrance. The mechanism is independent of 'inverse barometer' or wind setup effects, though it is likely to enhance them.