He slammed the door with a force that rattled the already precarious picture frames. A wave of heat washed over him, a burning sensation that started in his chest and spread to his fingertips. "Unbelievable," he muttered, his voice tight with barely suppressed anger. He paced the cramped apartment, each stride a frustrated stomp. The worn wooden floorboards creaked under his weight, echoing the turmoil in his mind. He ran a hand through his hair, tugging at the strands until his scalp throbbed. He kicked at a stray shoe lying near the door.

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