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