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