She walked through the grocery store, her steps lagging, her head down. Everything seemed to shimmer with an unreal quality, as if viewed through a distorted lens. The call from the school had broken her.

“Your son, Liam, is now in Mr. Thorne's class.” The name brought a sense of dread. He remembered the man’s stern countenance, the rigid rules, the way he seemed to enjoy making people uncomfortable. That teacher was the reason for so many dark nights of crying in her room.

She picked up a carton of milk, her hand trembling slightly. The weight of the world felt concentrated on her shoulders. She wanted to run, to escape this feeling of impending doom, but she knew she couldn’t.

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