"There's been an error," the bursar said, her voice devoid of emotion. The scholarship, the foundation of Jasmine's future, was not rightfully hers. A wave of nausea washed over her. She gripped the edge of the desk, her knuckles white. She felt her meticulously built plans begin to crumble.

Her thoughts raced. Where would she live? How would she afford food? She'd always prided herself on being self-sufficient, but now, the walls were closing in. She felt a desperate pull toward her grandmother, the matriarch of her family, the one who always knew how to make everything alright.

She pictured her grandmother’s warm smile, the security of her embrace. The idea of reaching out, of admitting her weakness, filled her with a strange mix of relief and shame. But she knew, deep down, that she couldn't face this alone. She needed someone.

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