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