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