According to
$1 Pre-Check Guide, Starbucks is only requiring you to isolate if you have unexplained symptoms, if you’ve had ongoing close contact with someone who has tested positive, or if instructed to by a health authority.
They’re not presuming positive cases, so until your girlfriend tests positive, her potentially being exposed is not enough for you to be required to stay home.