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