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