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