The pungent smell of stale cigarettes and old metal hung heavy in the air. John couldn't meet the shop owner's gaze. He kept his eyes on the ring, a diamond sparkling dully under the dim light. It was his grandmother's. He felt a hollowness inside, a kind of aching emptiness that spread throughout his entire being.

He swallowed hard, trying to dislodge the lump in his throat. He felt exposed, vulnerable, as if everyone could see his internal turmoil. The air grew thick, making it hard to breathe. He wanted to turn and flee. He wanted to scream. He was drowning in regret.

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