“Damn it all to hell,” he muttered under his breath, watching the cleanup crew struggle with the fallen birch. It had taken out a section of the picket fence. He stood on his porch, arms crossed, the chill wind biting through his jacket.

The wind had been howling all night, a prelude to this morning’s disaster. He knew the tree, a majestic beauty, had stood there for longer than he’d lived in the house.

He didn't offer a hand, not even a nod. He remained in place, observing the activity. A dull ache resonated in his temples. He just wanted them to leave. He wanted the noise to stop.

He headed back inside, the slam of the door echoing the quiet rage he felt churning.

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