The morning sun cast long shadows across the overgrown yard. Mildred watched Mr. Henderson approach, his silhouette a hulking presence against the bright grass. Her stomach clenched. It always did when he came over. She smoothed down her floral dress, a nervous habit she’d cultivated over the years.

"Mildred," Mr. Henderson boomed, his voice carrying easily across the property line. "That old oak is causing problems. Branches are hanging over my roof." He gestured, the motion encompassing the massive tree she'd loved since childhood.

A wave of dizziness washed over her. She gripped the edge of the porch swing, the wood cool and smooth under her fingers. "I... I don't know, Mr. Henderson," she stammered, her voice barely a whisper. The thought of making a decision, of standing her ground, was terrifying. She felt a familiar hollowness spread through her chest.

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