The drive home was a blur. The familiar route, once comforting, now felt alien, the scenery a meaningless collection of shapes and colors. His hands gripped the steering wheel so tightly that his knuckles were white.

He barely registered his parents' questions at dinner, answering in monosyllables. He pushed the food around his plate, unable to swallow. The weight of the accusation felt like a lead ball in his stomach.

He excused himself before the end of the meal, retreating to his room. He lay on his bed, staring at the ceiling, feeling a profound sense of isolation.

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