The air in the library felt thick, stifling. She flipped through the pages of a book, but the words blurred before her eyes, illegible. The recent news had left her in a state of shock.

“Your son, Noah, has been assigned to Mr. Grant’s class.” The name triggered a cascade of unpleasant memories. He’d made her feel so small and useless. Every day with him had been a struggle, a battle against feelings of inadequacy.

She rested her forehead on her hand. She felt a profound sense of despair. She imagined the next few years, all the school events, the parent-teacher conferences. She felt a deep, overwhelming sensation of hopelessness.

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