Right-click a component in the Bookmarks View to reveal the Context Menu with the Delete bookmark(s) action, which removes the bookmark from the selected component.
You can select multiple bookmarked components.
Alternatively, you can use the bookmark icon in the top right corner of the bookmarked concept's editor.
After confirming the pop-up warning dialog, the bookmarked component will be removed from the list.