The silence in the apartment felt suffocating. John wandered from room to room, his steps aimless. The television flickered in the background, offering no solace. He had a sudden urge to break something, anything.

He slumped onto the sofa, the cushions doing little to cushion his mood. He felt hollow, empty, as if something vital had been taken away. He looked out the window, watching the streetlights bleed into the darkness.

He picked up a book, but the words swam before his eyes. He tossed it aside, the noise sharp in the still atmosphere. He sat, immobile, lost in the shadows.

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