Preheat oven to 400°. Empty bag of potato chips onto a large sheet pan, spreading them evenly. Bake chips, in middle of oven, until 1 shade darker (about 6-8 minutes). Transfer chips to a serving bowl, and drizzle with truffle oil. Sprinkle with freshly ground black pepper. Immediately toss well to coat. Serve warm or at room temperature.