If you live on the 5th floor of an apartment building, there are at least 4 apartments below yours. If you specifically want to talk about the apartment that is one floor down from you, use "right below". Do the same when talking about pictures on a page, like when you're looking at a high school yearbook:

The one right below that is my friend DeAngelo, who lives in New York now.