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