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