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