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