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