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