While it's tempting to invoke the Central Limit Theorem (at least for longer sentences), under our formalism, averaging word vectors corresponds to averaging scalar random variables used to represent words, which are neither independent nor identically distributed.
there are no easy guarantees of normality for such sentence vectors.