There are some very large safe primes listed here: https://en.wikipedia.org/wiki/Safe_and_Sophie_Germain_primes
Would using any of them result in a secure DH construction? Generator is 2. The exponent would be of the same magnitude as the prime.
Performance impact of using such large numbers is irrelevant to the question.