The lawyer’s office smelled of old wood and impending doom. David, fidgeting, found himself tracing the intricate patterns on the mahogany desk with his index finger. The news, delivered with cold professionalism, had hit him like a physical blow. A sister. Someone else. His breath hitched in his chest. His father had always been his sole support, the one who gave him everything.

He’d always relied on his father’s advice, his financial backing, his unspoken approval. The thought of sharing that support, that approval, with someone else made his stomach churn. He’d barely managed to navigate the mundane aspects of life, and now, suddenly, there was a threat to the foundation of his existence. He felt his face flush with a mix of anger and fear. He wished he could just disappear.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258