If it's your employer, they should be paying for the entire cost of your office.
If the employer were to cover the full cost then you can be quite sure they'd want a great deal more control over where the employee was based, and if the employer could rent an office for several employees then they probably would. At that point the job stops being remote and becomes an ordinary office job. That's how these things work.