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