The diner was bustling, but for Liam, it was a soundproof chamber of despair. He stared at the half-eaten plate of pancakes, the sweetness suddenly repulsive. He felt a profound sense of violation, a violation of the trust he’d invested in his literary hero. His idol, the man whose words had inspired him to write, had stolen from him.

"Just... unbelievable," he mumbled, his voice barely audible above the clatter of silverware. He pushed the plate away, the food suddenly tasteless.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210