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