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