The afternoon sun blazed. He watched as Mrs. Chen approached, a determined glint in her eyes. She stopped at the edge of his property. The elm, she said, was blocking her view.

He felt the familiar surge of panic. He fiddled with the buttons of his shirt, a nervous tic. He wanted to say no, the tree held so many memories, but he couldn't form the words. The pressure was already immense.

He swallowed hard. He felt a strange sort of lightness in his head, a disconnection from his body. Every decision had to be made in the shadow of someone else’s will.

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