He stared at the email, the words blurring before his eyes. "Regretfully, due to financial constraints…" The sentence seemed to mock him. Michael leaned back in his chair, the cheap plastic creaking in protest. He hadn't even finished his thesis. A cold sweat slicked his palms, and he felt a pressure building behind his temples, a dull ache that throbbed with each beat of his heart. He reached for his phone, scrolling through his contacts, but found himself unable to call anyone.

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