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