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