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