How do I apply root site branding to my entire network?

Hello,

Looks like I had a misconception of the Branding plugin: I thought I could dress up my entire network with my own style.

What I see is all new sites created with default Wordpress style and my custom branding of admin toolbar applied only to my root site.

Is there any way I could enforce customizations to my network?

Thank you