The aroma of freshly baked bread usually soothed Liam. Not today. It only served to amplify his unease. His son, Noah, excitedly talked about his new history teacher, Miss Carter. Liam knew this name all too well. It was the same teacher who'd been his nemesis in high school. He felt a sense of dread that settled in the pit of his stomach.

He was irritable, short-tempered with his wife, and finding fault with everything he encountered. He paced the living room, a restless energy keeping him from settling down.

He abruptly excused himself, claiming a need for fresh air. Outside, the wind whipped around him, a physical manifestation of the turmoil within. He stood there, staring at the sky, seeking some kind of resolution to the knot of dread that was growing tighter with each passing minute.

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