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