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