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