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