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