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