One vertex per element, one color per generator, with an edge from x to x·s.
(2,3)(9,10,15,18)(11,13,17,14)(12,20,21,19)(16,23,24,22)(1,2,4,3)(5,6)(7,8)(9,11)(10,13)(12,16)(14,18)(15,17)(19,22)(20,23)(21,24)(9,12)(10,16)(11,19)(13,23)(14,22)(15,21)(17,20)(18,24) involution — undirected(6,8)(10,17)(11,18)(13,14)(16,20)(19,24)(22,23) involution — undirected(1,3,4,2)(12,21)(16,24)(19,20)(22,23)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.