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