The notification buzzed, a tiny vibration against Amelia's thigh, and she knew. She *knew* what it would be. Heart hammering, she pulled up the email. The subject line, so innocently titled "Campus Voices: Inspirational Essays," felt like a punch. Her essay. Publicly available.

She curled up on her bed, pulling the duvet around her like a shield. The fabric felt scratchy against her skin. She scanned the essay, her words, the vulnerable parts of her laid bare, like a wounded animal. A wave of heat washed over her, making her forehead damp.

"This can't be real," she whispered, the words muffled by the blankets. She closed her eyes, trying to block out the image of her words, broadcast for the world to scrutinize. The air in the room felt thick, heavy, making it difficult to breathe.

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