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