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