Britney Spears is set to take the stage at L.A.’s Greek Theatre when she joins poppy-rock icons Cyndi Lauper, Erasure, Debbie Harry, The Dresden Dolls, The MisShapes and host Margaret Cho live onstage for the “True Colors” concert tour on June 30.