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