Linear Subspace, Linear Direction

High-Dimensional Interlingual Representations of Large Language Models (2025), Understanding Subword Compositionality of Large Language Models (2025), Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages (2025), Language Lives in Sparse Dimensions: Toward Interpretable and Efficient Multilingual Control for Large Language Models (2025)