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