What's that word that sounds like it's negative but it's actually positive?

I saw this word some time ago and it meant something like happy, joyful, or cheerful. Something like that, you get the point.

Now the catch is, it sounds like it would mean sad, mournful, melancholy.

If I’m not mistaken, it started with “an”—a commonly assumed negative prefix.