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