SAD : UNHAPPY :: secret : hidden
The best answer is secret. The relationship between the first pair of words, SAD and UNHAPPY, is that of synonyms—words that have similar meanings. Therefore, the second pair of words must also be synonyms. Secret is a synonym for hidden.
Yesterday's Analogy Quiz
Tomorrow's Analogy Quiz