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A Reddit experiment shows how to lift EmbeddingGemma-2 from rank 26 to #1 on the MAEB audio benchmark without training: PCA-compress intermediate Conformer layers and inject into the 256d null space, leaving text embeddings unchanged while greatly improving audio clustering and emotion recognition.