The sound of hammering, the repetitive *thwack* of the nails, echoed through the quiet afternoon. It was a torture. It meant something was actually happening, without her input. She knew she should have spoken up. She knew she should have attended the community meeting to show her opposition.

She'd been paralyzed, though, unable to form an opinion. Or, rather, unable to voice it. She was trapped in the pattern of agreeing with whatever was said around her. Now, the fence was almost complete.

Her appetite vanished. She barely slept. Each evening she would stare at the fence, an ugly, isolating barrier, and feel the weight of her own inaction. She could feel the shame that she had not acted, the pain that now nothing could be done.

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