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