Sadness is an emotion. It is the opposite of happiness. People feel sad when something bad has happened, for example, if their mother or father has died.
In capital letters, SAD, or S.A.D. is short for "Seasonal affective disorder". SAD is a sickness that some people have in the winter. They feel depressed as the nights become longer and there is less daylight.