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