The aroma of freshly baked bread filled the small apartment. Sarah busied herself in the kitchen, pretending to be occupied with slicing tomatoes. Her hands trembled, not from the knife, but from the words she’d read. David's novel. It wasn't flattering. It painted her as… pliable.

The fictionalized version of her needed David for everything, couldn't function without his guidance. The protagonist’s joy was only when he was around; her grief, only when he wasn’t.

She glanced at the living room, where the manuscript had been lying, the page still open. She swallowed, imagining David's eyes on her, his judgment. The words echoed in her mind.

“Honey, dinner’s ready!” he called. Her knees felt weak. She almost didn’t answer.

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