The radio blared with the jingle for “Chef Roberto’s Revolutionary Ravioli,” a dish exactly like the ones Maria made daily in her small kitchen. The music felt like a knife twisting in her stomach. A cold sweat broke out.

She had spent years perfecting the art of pasta, hand-crafting each ravioli with love and care, hoping to eventually grow her small business. To be something. Now, someone else, someone with connections and money, was profiting from her work. She was just another nobody.

She glanced at the overflowing sink, the unfinished dishes reflecting her feelings. She needed the work. This was her only way to stay afloat. She needed to earn money. The need to keep the business going, to not disappoint the few customers she had, pressed down on her.

She sighed, a sound of resignation. The work never stopped.

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