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