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