Covariance is a measure of what degree the returns on two assets move in tandem. A positive covariance implies that returns on two assets move together in the same direction, while the opposite is true with negative covariance.
In a diversified portfolio, an investor ideally owns securities with negative covariance, so that returns may be smoothed out over time.