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