Is there a way to prevent line breaks in man pages?

Title says it all. I'm just trying to avoid awkward line breaks between words. I read somewhere that in {,t,g}roff using ~ in place of a space should do it, but that doesn't seem to work for man pages (I get a literal ~ instead).