How does evaporation affect the composition of ocean water?

I would think there would be an increase in salanity ... saltyness

As water evaporates, the ocean becomes more saturated with other components. In other words, it becomes saltier and more acidic. When it rains, or as rivers deposit fresh water into the ocean It "Thins out", ultimately regulating the consistency of the sea.