Thanks @vdw for giving the more insights. Actually I am trying to see the orientations of generated samples (using GAN) with the original features. And after several experiments I found that GAN is not properly working (not able to generate features properly). So to check the orientations, I used the tsne plots. But yeah you are right. I just want to use GAN for feature generation from one domain to other.
Thanks