The walk home felt endless, each step a leaden weight. Rain started to fall, mirroring the torrent of emotions churning inside her. She didn't bother to raise her hood. She wanted to feel the cold, the sting, the only thing that seemed real.

The news hit like a physical blow. The scholarship, the lifeline, vanished. A cruel twist of fate, the university called it. It was, she thought, a brutal joke.

She reached her apartment and sank to the floor, the cold tile a stark contrast to the boiling chaos within. Tears streamed down her face, a silent cascade of disappointment and despair. She felt 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