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