Blend refried beans and taco seasoning in a medium bowl; spread mixture onto a large serving platter.
Mix sour cream and cream cheese in a medium bowl; spread over refried beans.
Top with salsa. Layer tomato, bell pepper, green onions, and lettuce over top.
Sprinkle over Cheddar cheese and garnish with black olives.
