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