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