The squealing tires and raucous laughter from the street outside jolted Liam awake. He sat up in bed, his heart hammering. It was the teenagers, again. Drag racing, late at night. The noise was making him agitated. He clutched at the sheets.

He knew he should call the police, but the thought terrified him. He pictured them knowing it was him, getting back at him. He felt the familiar weakness spread through his limbs. He hated conflict, hated being the one to cause trouble. He slipped back under the covers, clutching a pillow to his ears.

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