Microsoft Teams currently requires at least Windows 10 to run the "New Teams" client and most modern versions of the "Classic Teams" client. There is no official "Windows 8.1 version" available for download on the Microsoft website today.
No native notifications, background activity restricted when browser is closed, and no offline mode.
If you are unable to upgrade your operating system immediately but need to access Teams, the is your most reliable solution.