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