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