Make the vinaigrette. Whisk all ingredients together in a small bowl (or shake all ingredients together vigorously in a sealed jar) until completely combined.
Toss the salad. Combine the pepperoni, romaine, tomatoes, bell pepper, red onion, olives, and dressing in a mixing bowl and toss until evenly combined.