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)(13,14,18,16)(15,21,23,19)(17,20,25,24)(22,27,28,26)(29,30,34,35)(31,38,41,36)(32,33,42,37)(39,43,44,40)(5,7,8,12)(6,9,11,10)(17,25)(20,24)(22,28)(26,27)(30,35)(33,37)(36,38)(40,43)(5,6)(7,10)(8,11)(9,12)(13,15,18,23)(14,19,16,21)(17,22,25,28)(20,26,24,27)(29,31,34,41)(30,36,35,38)(32,39,42,44)(33,40,37,43)(1,2)(3,4)(5,6)(7,9)(8,11)(10,12)(13,16,18,14)(15,19,23,21)(17,24,25,20)(22,26,28,27)(29,32,34,42)(30,37,35,33)(31,39,41,44)(36,43,38,40)(5,7)(6,10)(8,12)(9,11)(13,17)(14,20)(15,22)(16,24)(18,25)(19,26)(21,27)(23,28)(29,33,34,37)(30,32,35,42)(31,40,41,43)(36,39,38,44)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.