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