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