He hadn't shaved in days. The mirror reflected a stranger, a gaunt face framed by tangled hair. Liam ran his hand through his face, the stubble scraping against his skin. His invention, a device for recycling plastics, was his life's work. The news of the patent rejection had hit him like a physical blow. The apartment felt like a prison. He walked over to the window and stared out at the bustling city below, feeling a deep emptiness that resonated in his core.

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