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In big 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.
It is normally thought of as the opposite of happiness, but you can feel both happy and sad at the same time.