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