The clatter of the tools and the shouted instructions outside were a constant soundtrack to his misery. He sat at the kitchen table, staring at a half-eaten bowl of cereal. He pushed it away. He had no appetite.

His eyes drifted out the window. The new fence was a hulking presence, dividing the world. A physical manifestation of the emotional distance that seemed to be growing between him and everything he used to love. He felt isolated and alone.

He got up and started washing dishes with a furious energy, as if scrubbing the plates clean would somehow erase the looming shadows of the new fence. He wanted to erase the whole day.

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