Heat olive oil in a large stock pot over medium heat. Add onions, carrots, and celery. Cook until vegetables are softened. Stir in garlic, and cook 1 minute. Add vegetable broth, black-eyed peas, potatoes, parsley, chives, cayenne pepper, salt, and pepper. Bring to a boil. Reduce heat, cover, and simmer 30 minutes.