Is it normal to have an argument in this situation?

It sounds like any attraction she may feel toward you is greatly outweighed by some sort of embarrassment to be seen with you or to claim you. There must be some reason that she doesnt want to commit to being with you or for anyone to know her feelings for you. Its not normal. Just move on from her.