What is the width and length of your town home?
I apologize for the delay. I didn't receive a notice that you replied. Do you still need help with this?
Hello. Can you tell which direction the joists are running. If the joists are parallel to the wall, then it's not load bearing. If the joists are perpendicular to the wall, then there is a good chance it's load bearing.
It would be uncommon to change framing directions in a town home. Remove some ceiling finish near the wall so you can check the direction of the joists. Or get a really good studfinder and check that way.