According to The Moomins and The Great Flood novel, Sniff (referred to as a "small creature") lost himself in the woods and he thought he would never feel the sun again.

That's also his backstory on The SunDog AU, a Moomin fan project by flowerbloom-arts, which you can find more about here: https://www.tumblr.com/flowerbloom-arts