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