"That’s it," Alex muttered. The injustice of the situation made him feel hollow. His carefully constructed article, the culmination of months of research, bore another person’s name. A feeling of hollowness filled him. He felt numb.

He pushed his chair away from his desk. He walked into his kitchen, and poured a glass of water. The water seemed to pass right through him, offering no solace. He felt a sense of complete and utter deflation. He stared out the window, at the world that suddenly seemed alien to him.

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