The drive home was a blur of red lights and angry horns. Every muscle in his body felt tense, coiled. He couldn't eat, couldn't sleep. The apartment, once a refuge, now felt like a prison. The air conditioning was on full blast, but he was still sweating.

He had started snooping because the silence had become unbearable. He discovered the documents while he was “looking” for the will, that would detail how everything would be split up. A hidden bank account, a post office box, and a life she’d carefully constructed. He pulled over to the side of the road, fighting back tears.

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