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