Comment by raxxorraxor

It is true it isn't numerically stable and a FFT isn't entirely reversible. I think to get an idea about how frequency data relates to attention is to look at JPEG. Images tend to make understanding the concept easier. For JPEG a cosine transformation is used instead of a Fourier transformation, but the principle is the same.