The story
From fit (“convulsion, seizure; sudden burst of activity”) + -ful (suffix forming adjectives from nouns, with the sense of being full of, tending to, or thoroughly possessing the quality expressed by the noun).
Etymology from Wiktionary, CC BY-SA 4.0.