Maya stared at the red "C" scrawled across her biology exam, the paper trembling slightly in her grasp. A coldness spread through her chest, making it hard to breathe. All that late-night studying, all the flashcards, the diagrams she meticulously drew – for *this*? Her jaw clenched. She felt a sudden urge to rip the paper in half, to shred the evidence of her failure. Instead, she slowly folded it and stuffed it into her backpack, the action performed with deliberate slowness, each movement stiff and robotic.

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