Let A be a subset of positive relative upper density of Pd, the d-tuples of primes. We present an essentially self-contained, combinatorial argument to show that A contains infinitely many affine copies of any finite set F⊆Zd. This provides a natural multidimensional extension of the theorem of Green and Tao on the existence of long arithmetic progressions in the primes.