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