I think that some of the saddest music that a gamer will ever hear in a Final Fantasy game are right here:

YouTube - Final Fantasy VII Music - Continue (Game Over)

YouTube - Final Fantasy VIII - Game Over

YouTube - Final Fantasy IX Music - Game Over

YouTube - Final Fantasy X Music - Game Over

YouTube - Final Fantasy XII Music - Game Over

I would post them all but I think you get the idea...