The list lay open on the kitchen table, illuminated by a single overhead bulb. "Open a restaurant." The words seemed to mock Martha. Her mother, the culinary artist, the woman who had nurtured her family with her incredible cooking. Martha felt a familiar sting behind her eyes.

She had always followed her mother's instructions, assisting in the kitchen, absorbing her knowledge by osmosis. She had always helped, never led. The prospect of taking charge, of making her own decisions, felt like a monumental task. She paced, restless, picking at a loose thread on her sweater.

“Learn to drive a race car.” Martha’s stomach clenched. She felt utterly incapable, trapped in a cage of her own making. The world felt vast and intimidating, the future a blank canvas she was too afraid to paint.

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