This sounds wrong. One is invariant under scaling, the other under translation.
It is.
However there is a way to make it correct. Your second sentence is spot on the intuition. If you log transform power-law distributed random variable the RV that you get is an exponentially distributed RV.
This sounds wrong. One is invariant under scaling, the other under translation.