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