The heavy oak doors of the solicitor's office seemed to press in on Liam. His sister, Maya, was unusually quiet beside him. The will stated, "Liam receives the family's antique car collection. Maya, you inherit the family's law firm." The words hung in the air, weighted with unspoken expectations. Liam's palms began to sweat.

He pictured the cars, the intricate machinery, the endless hours of maintenance. He thought about the responsibility. He felt the familiar pull, the urge to retreat. He'd never been good with machinery. Maya, on the other hand, had always been decisive, sharp, capable.

Maya, seeing his expression, offered a small, encouraging smile. "Don't worry," she said softly. "I can help." The words, meant as reassurance, felt like a noose tightening around his neck. He wanted to scream.

He didn't want to need her, not again. But he knew, with a certainty that chilled him, that he would.

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