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