Eliza clutched the envelope, the paper thin and crackling like autumn leaves. Her brother, Thomas, paced the room, a restless energy buzzing around him. “It’s about time we found out,” he muttered, his voice tight. The lawyer’s words echoed in Eliza's mind: "Thomas inherits the family business; Eliza, the art collection." She stared at the envelope, the tangible weight of her inherited obligation pressing down on her.

Thomas, with his ambition and drive, would thrive at the helm of the company. It was what he’d always wanted. Eliza, on the other hand, felt a cold dread begin to seep into her bones. The collection was vast, unwieldy, a constant reminder of her parents’ sophisticated tastes. She didn’t know anything about art.

A wave of nausea washed over her. She had a sudden desire to flee, to escape the suffocating expectations that now surrounded her. She needed him, needed Thomas to help her deal with this. She felt like a child.

She knew she would need him, to manage the collection, to find buyers, to navigate the complex world of galleries and auctions. She knew she would need his help, and this knowledge felt like a shackle on her ankles.

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