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