The wind howled, mimicking the desolate emptiness inside her. She stared at the fence, a stark line against the bruised sky. It was almost done.

The sound of the hammer, the saw, all of it grated on her nerves. She had retreated into herself, unable to face her neighbour, the woman who had insisted on the fence.

She wanted to be anywhere else. Anywhere.

She sat in her chair, wrapped in a blanket, the feeling of heaviness. The world was too much. The fence was the final piece. She closed her eyes.

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