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