"Perfect Pesto Pasta," the menu read. Sarah’s eyes blurred as she stared at the words, the familiar font and the picture of the pasta dish mimicking hers. She felt a weight press down on her chest, stealing her breath. She'd only known how to do one thing.

Years she had spent perfecting it, the ratios of basil to pine nuts, the precise amount of olive oil. Her whole livelihood, the small Italian restaurant she’d built, revolved around this one dish. She felt her chest constrict.

She ran her hand over the counter, the smooth, cool wood a meager comfort. The restaurant depended on her, her staff depended on her, her family relied on her. She had to keep the restaurant alive. The fear of failure, of letting everyone down, felt like a physical burden.

"Order up!" the cook called. Sarah forced a smile, her legs carrying her to the kitchen. She had to keep going.

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