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