Sarah slammed her laptop shut with a force that rattled the cheap desk. The fluorescent light in her tiny apartment buzzed, a constant irritant. She’d meticulously crafted a cover letter, poured hours into perfecting her resume. She thought she had a real chance at this marketing assistant role. Then, she'd seen Daniel’s application in the waiting area.

She imagined him charming the interviewer, dazzling them with his easy smile and network of contacts. She’d always been the underdog, the quiet one. A wave of heat washed over her, making her palms sweat.

She sank back against her chair. The room felt suddenly too small, the air thick and stifling. She had to try. But the fight seemed already lost.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224