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