How to remove misspelled words from the Windows 8 spell-check dictionary

Every once in a while you accidentally add a word to the spell-check dictionary you didn't mean to, or maybe later you found out that it wasn't spelled the way you thought. But how do you fix your mistake?

Turns out it's quite easy to do.