I use to believe it was by choice but found that to be wrong after being showed animals acting on it. I agree with Rayaan on that it isn't sinful to have this feeling rather it's sinful to act on it.
And in heaven is your Sustenance, as (also) that which ye are promised - Surah Adh-Dhariyat