The realtor’s voice, chirpy and detached, grated on Elias’s nerves. He stood awkwardly in the overgrown front yard, kicking at a loose stone. He felt anchored to the spot.

“It's a great opportunity, really,” she was saying. Elias heard the words but didn't comprehend their meaning. The house was what mattered to him. He clung to the notion that the walls would still protect him.

He was suddenly aware of the way his hands trembled, clasped together like a prayer. He remembered the feeling of safety the house had provided, and his face crumbled.

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