The car keys felt heavy in his hand. He’d barely been able to eat his lunch. The DNA results had confirmed his deepest fear. He drove aimlessly, the familiar streets of his town suddenly foreign and menacing. His jaw was clenched, his neck rigid with the effort of holding back the emotions threatening to consume him.

He pulled over to the side of a deserted road, the engine idling. The vast expanse of the sky mirrored the emptiness he felt within. He let out a long, shuddering breath, a sound he barely recognized as his own. He was alone, so terribly alone.

He punched the steering wheel, a sharp, violent blow that echoed in the quiet car. The feeling wouldn't leave him. The world shifted. He didn’t know what to do, where to go, or who to trust. Everything felt different.

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