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