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