"This is ridiculous!" David’s voice, sharp and laced with frustration, cut through the announcement about the further delay. He slammed his fist on the counter, the force making the plastic registration desk tremble. He'd been looking forward to seeing his daughter's graduation. Now, because of a mechanical fault, the ceremony was almost certainly over. The images of her, beaming in her cap and gown, flickered tauntingly in his mind. He ran a hand through his already disheveled hair, feeling a flush creep up his neck. A sigh escaped him, a sound filled with profound disappointment.

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