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