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