If you erase a thought or feeling, you destroy it completely so that you can no longer remember something or no longer feel a particular emotion.

If you erase sound which has been recorded on a tape or information which has been stored in a computer, you completely remove or destroy it.

If you erase something such as writing or a mark, you remove it, usually by rubbing it with a cloth.