The Constitution doesn't apply to non americans. That is why the targetting of Americans by Obama is so controversial.
I'd say you could argue torture takes away your right to pursue happiness for sure.
Life, Liberty, and the Pursuit of Happiness pretty much can mean almost anything.
But when you don't follow the laws of the land you lose those protections in a big way.