To display featured posts in your sidebar, go to Appearance > Widgets and drag a Featured Posts widget into the sidebar widget area.

Add a title if you want, and select either a category or a tag (not both) from the dropdown menus. If you don’t select a tag or category, recent posts from all categories will be shown.
Then add the number of posts you want to feature and save.