The fence was up, a stark, unwelcome presence. She felt it like a physical weight, pressing down on her. The world had shifted, changed without her permission. Her pulse was rapid. Her breathing was shallow.

She had always relied on the familiarity of the street, the easy interactions with her neighbors. Now, the open space was gone, replaced by hard wood. She no longer had access to her old habits.

Her routine was shattered. She couldn’t function. She started to avoid leaving the house, the outside world now seemed too dangerous. The world had become a hostile place.

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