He sat on the park bench, watching the leaves fall. The crisp autumn air usually invigorated him, but today it just felt cold, biting. The accusation felt like a physical weight, pressing down on him. Each breath was a struggle.

The campus, once a place of excitement and possibility, now seemed to mock him. He pulled his jacket tighter, trying to ward off the chill that had settled deep within him.

He thought of his parents, the sacrifices they had made. The thought sent a fresh wave of nausea through him. He closed his eyes, wanting the world to simply stop.

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