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