One example of that, would be, if you were doing some computer vision problem, where you have a 100x100 images, and so if you have 100x100, that's 10000 pixels, and so if xi are, you know, feature vectors that contain your 10000 pixel intensity values, then you have 10000 dimensional feature vectors. 