I would say the Playstation Vita since it is cheaper otherwise I'll recommend PS3 since it has a better library of games (and i'm not very fond of handhelds systems).
I'm leaning more towards PS3 since it comes with a year of PS plus and in general has a larger library of games I want to experience like Uncharted series, Metal Gear Solid Series, and The Last of Us.