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