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