The Container block itself can be styled from these options.
Embedded blocks stylings
To style the blocks that you embed in a Container block, use these options. The one you will use most will be the Padding. This will allow you to space the blocks out a bit, otherwise, they will be hard up against each other.
Blocks you embed in posts/pages have their own padding controls. See the section on the embedblock shortcode.