CURIOBOT uses Berlyne's collative variables to create curiosity-driven linguistic interventions in tutoring dialogues. Across 270 conversations, these interventions increased exploratory behaviors by up to 2.4x in conversational turns under fixed time budgets, with gains persisting despite unchanged tutor instruction quality.