The neon sign of the new diner glared at Maya. "The Savory Scone," it boasted, a recipe she'd created and sold at the farmer's market. Her stomach churned. A wave of lightheadedness washed over her.

She had poured all of her time, effort, and money into the recipe. It was the only thing she felt she was good at. A sense of helplessness washed over her. She watched the people enjoying her creations.

She felt tied to the market. She felt lost without the recipe.

The owner of the new diner strolled past her, a smug smile plastered across his face. She felt a burning humiliation. But she also knew she couldn't give up on baking, on the little farmer's market stall. It was all she had.
The next day, she went to the market, her shoulders hunched.

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