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