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