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