The unauthorized display felt like a violation of the artist's very being. The paintings were his soul, ripped from him and presented as a commodity. He was surrounded by smiling faces, but he felt an awful hollowness.

He picked at a loose thread on his jacket. He couldn’t bring himself to eat the offered canapés. He felt a heavy cloak of despair settle upon him.

He excused himself from the crowd and stumbled out into the night, the cool air doing nothing to calm the chaos in his chest.

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