The world seemed to spin slightly as Amelia opened the blinds. Her car, her only reliable possession, was gone. A cold sweat erupted on her skin. She had a meeting in an hour.

The air felt thick, difficult to breathe. She stumbled back from the window, grabbing the edge of the counter to steady herself. Her hands trembled. She needed that car. Needed to look presentable.

“How…how could this happen?” she whispered, the question lost in the echoing void of her apartment. A dizzying wave of panic washed over her.

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