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