I'm trying to remember the name and author of a short SF story that is very similar to "The story of your life" but either is not that story or it's a different version of that story.
In this story main character is a woman and these aliens come to earth and give humans a kind of ultimatum where they have to learn to communicate with a third alien they brought with them and also this third alien is the last of its kind which I think you only find out later in the story.
Also they talk about logograms and there are some printed logograms in the story itself.
Near the end of the story the woman finally learns to communicate with the alien using like body language and emotion - I distinctly recall at one point she shakes her fists or something and says something like "see my hate" and does other body language/emotions.