The opening night was a disaster. Leo stood frozen in the doorway, staring at the exhibition. His gritty charcoal sketches, snatched from his studio, were framed and illuminated like sacred relics. He felt a profound sense of violation.

He gripped his hands into fists. A woman with perfectly coiffed hair approached him, gushing about the "raw emotion" conveyed in his work. He forced a smile, but his jaw felt locked in place. He wanted to escape, to run until his lungs burned.

He imagined the artist's statement they’d fabricated. He felt sick, his heart drumming against his ribs. The music throbbed, a relentless beat in his ears.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224