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