Why left side is negative on Number line?

Copied from my comment:

It's just convention. The convention being this way rather than the other way sort of makes sense in societies that write left to right, since then the quantity on the horizontal axis increases as you move from left to right, which is the natural way to read graphs etc. for people from such societies. But from the math standpoint it could just as easily be the other way.