“Congratulations, Bethany! Your piece…” The words swam before her eyes. It wasn't hers. A cold wave washed over her. It was a sensation of… exposure, of being insignificant. She gripped the edge of her desk, her knuckles white.

She had always been taught to be polite, to be quiet, to be agreeable. She didn't have the strength to confront anyone. She didn't have the stamina to engage in conflict. The thought made her feel physically ill. She felt a sense of resignation, and a wave of nausea.

Later that evening, she found herself staring at the screen, staring at the published article, her name absent. The feeling was a heavy weight on her shoulders, the feeling of not being able to speak up, the feeling of not being able to say anything.

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