The lawyer’s office was opulent, the leather chairs gleaming. “For Samuel,” the solicitor announced, “the family's vineyard and all its associated debts. For Emily, the family’s savings, along with their summer house.” Emily’s breath hitched in her throat. Samuel, always the risk-taker, the adventurer, would relish the challenge of the vineyard. She, on the other hand, felt a wave of dizziness.

Her heart pounded. The thought of Samuel, with his reckless streak, managing the business filled her with anxiety. She needed to know what he was doing every minute.

She gripped her hands, her knuckles white. She had always relied on the security of money. It was her sanctuary, her comfort. She knew, even before Samuel spoke, that he would turn to her for advice, for funding. He would need her, and that was a burden she couldn’t escape.

She wanted to run, to bury herself in the sand. But she knew she couldn’t, not really.

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