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