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