The smell of old wood and something else, something metallic and sharp, clung to the air in the attic. Ben felt a knot tighten in his stomach. He wasn’t sure what he expected to find, but whatever it was, it wasn’t making him feel better. This house was a constant reminder of how things could have been.

A wooden chest sat in a corner, its surface covered in a layer of dust. He hauled it open, finding a collection of tools, all rusted and forgotten. He ran a hand over the cold metal, a shiver running down his spine. The past was never truly gone.

He picked up a hammer, its head heavy and unforgiving. He felt the urge to smash something, to break free from the invisible chains that held him. He slammed the hammer against the chest, the sound echoing in the silent room.

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