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)(13,14,18,23)(15,20,26,35)(16,28,30,21)(17,22,27,36)(19,24,33,40)(25,41,43,34)(29,38,31,37)(32,44,42,39)(5,7)(6,9)(8,12)(10,11)(13,15,18,26)(14,20,23,35)(16,29,30,31)(17,33,27,19)(21,37,28,38)(22,40,36,24)(25,42,43,32)(34,44,41,39)(1,2,3,4)(13,16,19,32,18,30,33,42)(14,21,24,39,23,28,40,44)(15,25,27,29,26,43,17,31)(20,34,36,37,35,41,22,38)(6,10)(9,11)(16,30)(21,28)(25,43)(29,31)(32,42)(34,41)(37,38)(39,44) involution — undirected(7,12)(9,11)(13,17,19,15,18,27,33,26)(14,22,24,20,23,36,40,35)(16,31,32,25,30,29,42,43)(21,38,39,34,28,37,44,41)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.