Affine transformed gaussian is another gaussian distribution. Look at https://pytorch.org/docs/master/distributions.html#torch.distributions.transforms.AffineTransform 4 and other bijective transforms there.
Generally, you can’t mess with pdfs, as they have to integrate to 1. Valid approaches to construct pdfs include mixture distributions, compound distributions, normalizing flows (advanced version of bijective transforms).