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