He was staring at the tree from his window, trying to imagine the view without it, trying to imagine the view his neighbor wanted. The thought made him feel queasy. Mrs. Gable was coming over. Her demand had been clear.

He ran a hand through his hair, a nervous gesture he performed whenever faced with a difficult situation. He felt a strange hollowness, a sense that he was at the mercy of others.

The world narrowed to the sound of his own breathing and the insistent tapping of his fingers on the windowsill. The impending conversation felt like a sentence, and he was already serving his time.

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