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