The constant flow of delivery trucks, the blare of music from the construction site, the chatter of the workers – it was an assault on his senses. Michael’s jaw clenched. He was trying to work, but concentration eluded him. He felt as if he was being constantly poked, irritated, and destabilized.

He slammed his laptop shut, the abrupt sound echoing in the silent room. He stood up and paced. The floor was now stained with dust. The walls were shaking.

He needed to get away, to find a place of quiet, a place to think. But the idea of leaving the house, of facing the world outside, filled him with a sudden, overwhelming sense of dread.

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