A tremor ran through Liam's hands as he held the exam paper. He felt suddenly weightless, as if the ground had dropped out from beneath him. The "D" in the corner felt like a brand, searing into his retinas. He couldn't believe it. He'd been so sure he understood the concepts, had felt confident during the test. He wanted to scream, to lash out, but instead, a strange numbness settled over him, leaving him feeling hollow and depleted. He slowly closed his eyes, his head dropping onto his desk.

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