He stared at the blank screen, the website’s cheerful logo jarring. The results confirmed it: He was not who he thought he was. He leaned back in his chair, the office around him seeming cold and indifferent. He felt a tremor in his hands, a sudden chill that had nothing to do with the air conditioning.

He thought of his parents, the people who had raised him. A knot formed in his throat, making it difficult to breathe. The feeling of being adrift, of being lost, was overwhelming. His carefully constructed life, the one he thought he knew so well, felt like a fragile illusion.

He pushed back from his desk, the chair scraping against the floor. He needed to escape, to be anywhere but here. The prospect of facing his parents filled him with a mixture of dread and a desperate, driving need for clarity.

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