One vertex per element, one color per generator, with an edge from x to x·s.
(1,2,4,3)(5,6,9,11)(7,10,8,12)(13,14)(15,20)(16,21)(17,32)(18,23)(19,25)(22,30)(24,34)(26,35)(27,39)(28,36)(29,38)(31,41)(33,44)(37,43)(40,42)(2,3)(5,7,9,8)(6,10,11,12)(13,15,18,28,19,29,34,43)(14,20,23,36,25,38,24,37)(16,27,30,42,17,33,31,26)(21,39,22,40,32,44,41,35)(1,2,4,3)(5,8,9,7)(6,10,11,12)(13,16,19,17)(14,21,25,32)(15,26,29,42)(18,31,34,30)(20,35,38,40)(22,23,41,24)(27,28,33,43)(36,44,37,39)(1,3,4,2)(13,17,19,16)(14,22,25,41)(15,27,29,33)(18,31,34,30)(20,35,38,40)(21,23,32,24)(26,28,42,43)(36,39,37,44)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.