In a large bowl, whisk together the vinegar, mustard, pepper and lemon. Gradually whisk in the olive oil until smooth. Add the raw egg yolk and stir until well blended.
Add the arugula and beets and toss to coat well.
Divide the salad among individual plates. Sprinkle on the feta and drizzle with the dressing.