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