"This is ridiculous," complained Emily, her voice barely a whisper, as if afraid to make the situation worse. She was already at breaking point; the noise was driving her crazy. She loved her routine. Now, she was unable to complete any of her tasks.

She abruptly stopped making the bed, defeated by the ongoing disturbance. Her shoulders slumped. Her heart pounded as the drilling began. She retreated to the bedroom.

She felt a wave of tears welling in her eyes, a physical manifestation of her suppressed rage. It was like living in a construction site; impossible to escape. She found herself clutching her chest, desperately trying to calm her rapid breathing.

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