The house felt too large, the silence too profound. She wrapped her arms around herself, trying to ward off a chill that had nothing to do with the thermostat. The news had shattered her.

"Your son, Ethan, will have Mr. Harrison for history this year." The words echoed in her mind. He was the same Mr. Harrison who'd belittled her, who’d made her feel stupid and small. The very thought of him sent her reeling.

She imagined Ethan, vulnerable and eager, entering that classroom. The fear consumed her, a cold, relentless tide. A familiar pressure built behind her eyes. A sense of helplessness washed over her, and she wondered how she was going to survive this.

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