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