"Again?" The words escaped her lips in a hushed whisper, barely audible above the rhythmic thumping that seemed to burrow into her very bones. Her neighbor’s note, tucked between her door and the frame, felt like a brand. It confirmed what she already knew: she was failing.

She sank into the nearest chair. Her hands trembled as she reached for a cigarette, her fingers fumbling with the lighter. The smoke offered little solace. The world swam. A wave of exhaustion, of overwhelming disappointment, threatened to engulf 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