One vertex per element, one color per generator, with an edge from x to x·s.
(5,6,9,11)(7,8,12,10)(13,14,16,19)(15,24,25,38)(17,30,28,21)(18,33,29,23)(20,37,35,26)(22,40,36,32)(27,43,34,41)(31,42,44,39)(1,2)(3,4)(5,7,9,12)(6,10,11,8)(14,19)(20,35)(21,30)(22,36)(23,33)(24,38)(39,42)(41,43)(2,4)(13,15,16,25)(14,20,19,35)(17,31,28,44)(18,34,29,27)(21,38,30,24)(22,41,36,43)(23,42,33,39)(26,40,37,32)(5,8,9,10)(6,7,11,12)(14,21)(17,32)(18,29)(19,30)(20,38)(22,33)(23,36)(24,35)(26,31)(27,34)(28,40)(37,44)(39,41)(42,43)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.