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