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