The aftermath of the storm, the carnage of nature, was a visual reminder of everything that felt broken. The massive oak, once a symbol of stability, was now in pieces. A cold, bleakness had enveloped her.

She sat at her kitchen table, staring at the untouched coffee cup in front of her. The taste of food and drink had faded, and the world seemed to lack flavor. Every task felt like an insurmountable mountain.

The doorbell rang, a sharp, insistent sound that made her jump. It was her neighbor, Ms. Chen. The thought of a forced smile, of feigning interest in anyone's disaster, sent a wave of nausea through her.

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