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