The world was too loud. The buzzing of the refrigerator, the distant rumble of traffic, the incessant chirping of birds – everything grated on her nerves. She felt a growing sense of panic, a feeling of being trapped in a cage of her own making. The thought of doing anything, even something as simple as making a cup of tea, felt like an insurmountable task.

A knock on the door. Her neighbor, Mr. Harrison, his face lined with the awkwardness of the request. He wanted to talk about the dying ash tree. Her mouth went dry. She could barely manage to meet his gaze. She felt an overwhelming sense of despair, as if she were standing at the edge of a bottomless pit.

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