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