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