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