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