The rejection letter crackled in the harsh fluorescent light of the community center. For weeks, Ava had poured her heart into the application. Now, all that effort amounted to nothing. The walls of the center, usually a safe space, now felt constricting.

A wave of nausea washed over her. She imagined the disappointment on her grandmother's face, the sacrifices made to get her this far. She saw her reflection in the window, her face pale, her eyes wide with a sense of panic.

She clenched her fists, the tiny movements a release for the burgeoning pressure in her chest. The thought of all those years of work, of all the hope, vanishing now seemed impossible. She felt like she was drowning.

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