The feeling had been building for weeks, a pressure in her chest that made it difficult to breathe. She felt cornered, trapped by a series of unfortunate circumstances. She had agreed to therapy, desperate for a solution. The waiting room felt oppressive, the air thick with unspoken anxieties. She closed her eyes, trying to center herself.

Then, the door opened. A man, with a calming presence, stood before her. It was Ben, the boy who used to torment her with relentless taunts. "Come in, Emily," he said softly. Her breath hitched, and a cold wave washed over her.

β€œI can’t,” she whispered, her voice barely audible.

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