Button Icons vs Favorite Icons

On my floating toolbar, I notice that favorite bar icons (in red) are larger than button icons, even when those buttons are using large icons. This seems to be true even when i re-use the exact same icon. Is there any way to remedy this?

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P.s. i prefer the larger icons.

Thanks,
John