The coffee cup trembled in Amelia's grasp, sloshing lukewarm liquid over her fingers. The announcement, delivered in a bland, impersonal email, had knocked the wind out of her. Her future, once so clear and bright, now seemed shrouded in an impenetrable fog. She pushed the email aside, her hand shaking. Her carefully laid plans – the study abroad program, the summer internship – now felt like unattainable dreams. She closed her eyes, fighting back the sting of unshed tears.

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