I think I found the answer- I clicked on Tools --> Manage SDK, and then it had "ARM EABI v7a System Image" checked automatically so I just clicked the "Install 1 package" button. It's still downloading- hoping it works.
I didn't see the requirement to download this anywhere in the installation instructions or in the emulator tutorial.