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