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