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