The light from the bare bulb cast long, distorted shadows, making the already chaotic attic seem even more menacing. David stared at the pile of discarded belongings.

He shoved a box with his foot, the cardboard tearing. Inside, a collection of mismatched teacups. He wasn't even sure why he was bothering with this. He felt a throbbing ache in his temples, the beginning of a headache.

"Unbelievable," he muttered, the words barely audible. He felt a sharp pang of annoyance, a feeling he tried to bury. He'd spent weeks preparing the house to be perfect.

He took a large swig from his water bottle, and then hurled the box across the attic with a violent swing.

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