Does debt follow you out of the country?

I was watching a movie where a character was severely in debt and it got me thinking about alternatives when there is no way to pay off extreme amounts of debt.

Say someone moved to Canada or somewhere in Europe. Would your existing debt in America follow you somehow? Or would be a clean start?

This has really triggered my interest since an alarming amount of suicide is financially related.