Value–Action Feature Atlas · Interactive Interpretability Research

Original dataset and paper

Built on ValueActionLens by Hua Shen, Nicholas Clark, and Tanu Mitra

Mind the Value-Action Gap: Do LLMs Act in Alignment with Their Values? (EMNLP 2025 Outstanding Paper) introduced a framework and dataset of 14.8K value-informed actions across 12 cultures and 11 social topics. This atlas focuses on its action-choice setting across the same 56 values from Schwartz’s Theory of Basic Values, then adds sparse-feature interpretation and causal intervention tests.

Read the original paper

Human value Evidence stage Ranked for Model location Feature type Warnings Results shown Search

Value family -

Decision examples -

Action balance -

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Ranked Features

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Rank	Feature	Evidence score	Activation rate	Source audit	Model location	Internal review	Feature type	Warning	Category	Interpretation

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Broader-text examples