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