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