I currently experience this in my Evo, but i've done a heap of research and the noise "can" be normal depending on the setup and car you have. Though that said, I used to own an 07 STI and didn't experience this.

Do a search on "compressor surge", watch a couple vids on it, as this could very likely be your issue.