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