Stir oil, honey, paprika, cayenne pepper, and black pepper together in a small, microwave-safe bowl. Heat on high until the honey is melted, about 30 seconds; stir.
Pour popped popcorn into a large serving bowl. Drizzle oil mixture over popcorn and toss to coat.
