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