I haven't found anything in the Preferences settings that would support this, nor found anything stating that this is supported.
As you've stated yourself, the default location is the root of your system. At least, if you aren't working in a folder.
What you could do, of course, is simply open your ~/Desktop as a folder in VSCode. Then, automatically, your default save location is exactly as you'd like it to be.
