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