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