“Need anything?” The question, posed by his wife, felt like an accusation. He couldn't meet her eyes. He was avoiding eye contact with everyone.

"No," he muttered, avoiding looking at the window. He picked at a loose thread on the sofa. He felt as though the world was closing in, and the new fence seemed to be the most obvious symbol of it. He wanted to break something.

He knew she noticed the way he was withdrawn. The tight set of his jaw. The way he was clenching his fists. She didn’t press. She knew better. But her silence was almost as maddening as the hammering.

He stood up abruptly, making the sofa creak beneath him. "I'm going for a walk," he mumbled, and headed out the door without another word.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330