Quick style sets are saved in separate files. If you want to use one as the default you will have to open your template as a document, apply the style set, save and close the template.

It's actually a lot easier to set up simply a template with the styles that you want.

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Stefan Blom
Microsoft Word MVP

Microsoft 365 apps for business
Windows 11 Professional