Almost-sure convergence transfers through bounded continuous maps, but not through the unbounded exponential

Let $\{X_n,n\ge1\}$ be a sequence of random variables such that $P[\lim_{n\to\infty}X_n=X]=1$ for some r.v. X. Then which of the following is not always correct?