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