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