Link 3: is a YouTube link: for HP mouse battery replacement.It will give you information on how to remove the battery also.
Superb description and spectacular troubleshooting and commendable diagnosis of the issue before posting. I read the post regarding assistance with changing batteries on your HP mouse. Thank you for posting your query in the HP community.