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