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