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