Alex's answer is the right one, but for posterity here's another option: create a new empty database. If you use CREATE DATABASE without specifying a target dir you get... the default data / log directories. Easy.
Personally however I'd probably either:
ps: 20gb is not huge, even in 2015. But it's all relative.