Truing rear wheel with gears cassette
You rim should be centered over your hub. If you are using the tool correctly, and the rim is not centered, it should be redished. 

If you are not confident in your abilities and knowledge on the subject, get a second opinion from your LBS mechanic before you make changes to the wheel. Sometimes, those kind of changes are difficult to reverse.