The announcement blazed across Maya’s screen, a bold headline in the professor’s newsletter: *Dr. Lee to Pursue Opportunity Elsewhere*. The words seemed to vibrate, mocking her. She stared at the message, her jaw clenched. Her phone vibrated, a notification. She ignored it.

The familiar buzz of the coffee shop across the street usually soothed her, but today the cheerful chatter grated on her nerves. She pushed away from her desk, bumping the chair in her haste. She headed to the elevator and clicked the button repeatedly.

Tears welled in her eyes. She wanted to scream.

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