Is it possible to remove the spring from the rear shock?

I wanted to get it off, sand it down and re-paint it. It's the only part of the bike that has any amount of rust/weathering aside from minimal paint pitting on the swingarm. But it would be nice if I can get it cleaned up and looking new again. I'll fit a hugger then, or a shocksock.