The aroma of freshly baked bread drifted from the Peterson's kitchen. It was the scent of generosity, of abundance, and it filled Michael with a hollow ache. He knew, everyone knew, the Peterson's were rich. They’d never mentioned it, but the new pool, the foreign vacations, the gleaming appliances…

He glanced at his own meager groceries, carefully chosen to stretch until the next paycheck. He needed a new transmission for his beat-up truck; his job depended on it. His palms began to sweat.

He pictured himself at their door, a polite request on his lips, a carefully crafted story of hardship. He despised the feeling that gnawed at his insides, this constant awareness of his own lack, of his vulnerability, especially compared to the world they lived in.

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