The notion is that entropy increases. That is, the amount of energy you can extract to do work decreases. You need differentials to do work, for example a water wheel works because water at elevation has potential energy which you can use to turn the wheel as it flows downhill to a lower potential energy. When everything is evenly distributed, you can't extract any more energy to do work.