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