Origin of fave
First recorded in 1935–40; by shortening
Dictionary.com Unabridged Based on the Random House Unabridged Dictionary, © Random House, Inc. 2018
Word Origin and History for fave
1938, slang shortening of favorite.
Online Etymology Dictionary, © 2010 Douglas Harper