You're looking for a downpipe. A quick Google search for MK3 downpipe should yield a ton of results.
For the stock turbo there is also a 'turbo elbow' that points down. Some earlier downpipe designs did not integrate this part and it's quite restrictive. Look for a downpipe that bolts directly to the turbo, not to the bottom of the elbow.