The university’s response was a polite but firm dismissal. The scholarship, awarded by mistake, would be withdrawn. Sarah felt a chill creep up her spine. All her planning, all her sacrifices, were unraveling. She couldn't believe this was happening.

She sat on the park bench, her gaze fixed on the bustling campus. She felt a disconnect from the happy students surrounding her, their easy smiles a stark contrast to the churning anxiety in her stomach. She’d always relied on her family, even though she wanted to be independent. Now, that support felt like a cage.

She pulled out her phone and scrolled through her contacts, her finger hovering over her aunt’s name. The thought of admitting her failure, of seeking help, made her feel weak. But, the alternative, facing this alone, was a terrifying prospect. She thought about the comfort her aunt could offer, the feeling of safety she created.

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