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