Highlights: (1) Hierarchical gating integrates market sentiment extracted from news. (2) Stock parameter-sharing Mamba models temporal dependencies efficiently. (3) Attention between stock tokens was computed based on Stock-wise Tokenization. (4) Tests show GHOST outperforms stock models in both Chinese and U.S. markets.