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