She walked past the gleaming glass front of the bookstore, her pace slowing involuntarily. The sight of the magazine display, the vibrant cover art, made her stomach clench. Her article, now hers no more, was sitting there. A stranger's name in bold letters, a monument to her frustration.

She felt a sharp stab of envy, the same feeling that gripped her throat during the morning. She felt a burning sensation in her chest. She wanted to yell. She wanted to break something. She clutched her purse, her knuckles white against the leather.

She kept walking, her gaze fixed on the sidewalk. She needed to escape this feeling of being stifled. The world, previously filled with possibilities, now felt like a closed door.

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