Interesting! Maybe the intuition is sth along the lines of when you disentangle KL divergence, you can write it as cross-entropy - entropy, if you divide by a smaller c, the standard dev will be higher and your data will be more spread, and the entropy will be higher. Hence, the KL divergence will be lower by some value proportional to c.