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