He spent hours rearranging the furniture in his childhood bedroom, a fruitless attempt to reclaim some semblance of control. The floral wallpaper, a relic of his youth, seemed to judge him with its cheerful blooms.

He found an old box of photographs. Looking at the smiling faces, the carefree moments, just heightened the sense of loss. He slammed the lid shut.

His stomach clenched, a familiar sensation. The thought of facing the day, of pretending to be okay, of enduring the well-meaning questions, filled him with a profound sense of weariness. He wanted to vanish.

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