Similar to the name “Fat Bob,” “Fat Boy” refers to the bike’s size. Then again, there is the legend of the ‘Fat Kid’ name being a blend of the names ‘Husky Man’ and ‘Young man’, the names of the nuclear bombs that were dropped on Hiroshima and Nagasaki during The Second Great War.