The news hit him like a physical blow. The email. The congratulations. It was Sarah. He had been so sure. He replayed the interview in his mind, searching for clues, for any sign of failure. He found nothing.

He slammed his fist on the desk, scattering papers. The impact sent a sharp pain up his arm. He clenched his jaw, trying to contain the fury. He had worked so hard. He wanted this.

He rose from his chair and began to pace the room. The familiar space suddenly felt alien, the walls closing in. He felt a primal urge to destroy something, to lash out at the injustice of it all.

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