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