"Excuse me," a voice called from the back gate. It was Mr. Collins, his face a mask of polite annoyance. “That willow tree is blocking the sun from my garden.” He pointed, and his finger felt like a weapon.

Mark avoided his eyes, his gaze fixed on the cracks in the wooden fence. A strange buzzing filled his ears. His hands were damp. He found himself incapable of saying no, the thought of any kind of conflict made him shiver.

"Yes, of course," he mumbled, the words a betrayal of his own desires. The sun seemed to dim in that moment, the shadow of the man and the tree falling over him.

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