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