My usage changes depending on the context. I use 'towards' when dealing with distances and 'toward' when dealing with abstracts.
For example:
"We were going towards the supermarket when we saw the T-Rex run down the street."
"My aunt gave me £10 to put toward a new motorbike after a T-Rex...