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