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)(15,25)(16,29)(17,32)(18,36)(19,24)(20,27)(21,30)(22,34)(23,26)(28,42)(31,39)(33,38)(35,41)(37,44)(40,43)(1,2)(3,4)(13,15,19,28)(14,20,24,38)(16,18,31,26)(17,30,35,44)(21,36,37,23)(22,39,40,29)(25,41,42,32)(27,43,33,34)(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)(22,25,40,42)(29,41,39,32)(30,43,44,34)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.