Sometimes you make a brush, but it won 't fill the hole you want for it. The flip, and rotate options found in the tools menu are what you need to do this.
This will flip your cylinder 90 degrees, on the Y plane.
You can also use the drag handles in the view ports, by clicking the brush twice, though these often result in un predictable results, including concave brushes, in compile.