He stared at the broken fence, splinters catching the sunlight. This time, the dog, a boisterous Labrador named Max, had truly done some damage. He felt a dull ache behind his eyes, a familiar headache that always appeared with the dog's intrusions.

He ran a hand across his forehead, and looked at his hands, dirty with splinters. The responsibility of fixing it, the cost of the repairs, the time he had to spend, all built up like a concrete wall around him. He'd have to make the call to the insurance company.

He couldn’t sleep. He couldn’t work. The constant fear of the escape was starting to take over his life.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229