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