Sarah slammed her locker shut, the metal echoing loudly in the deserted hallway. Her cheeks burned, and she clenched her fists so tightly her nails dug into her palms. The accusation, a whispered word, a red mark on the digital submission, it replayed in her head. Accusation. It felt like a physical blow. She kicked at the bottom of the locker, the pain a momentary distraction.

She found herself walking towards the art room, the one place she usually felt at peace. But today, even the familiar scent of paint and turpentine couldn’t soothe the turmoil churning in her stomach. She slumped into a chair, not even bothering to pick up a brush. The injustice of it all was a bitter pill to swallow.

The paper, her paper, was deemed not hers. All that work, all those late nights... vanished.

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