I tried connect to SSH from web console, gcloud command, serial connection, and directly ssh into it.
None of them work.
With web console, there's no error but it stuck with this message "Transferring SSH keys to the VM".
With gcloud command, it says server refused the key.
With serial connection, it asked for username and password, which I don't have.
Before this happens, I got some error about not enough space on my Jupyter notebook.
So I increased the size of boot disk from 10 GB to 40 GB.
I also try remove project's metadata and enable OS login. No luck too.