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