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