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