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