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