Michael trailed behind his father, his boots dragging on the cracked pavement. The air hung thick with the metallic tang of approaching destruction. Every step felt heavier than the last, as if he was walking towards his own erasure.

He reached for his father's hand as they approached the front door. "Don't go too fast, Dad," he mumbled, his throat suddenly constricted. He wanted to halt time itself.

His father’s face was creased with lines he didn't remember seeing before. Michael’s stomach lurched as he tried to keep pace, his gaze shifting from the cracked bricks to his father's weathered profile. He hoped his father would not disappear as well.

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