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