Been many years since ATPL but I believe CAT is when a cold front meets a warm front, hence the rising temp, then the cold air being denser tends to stay closer to the ground. It forces it's way under the warm air causing turbulent air to rise quite high above and behind the the leading edge of the cold front.
Therefore my guess would be you would have been correct if you had elected to descend.
