He stood at the window, watching the rain blur the city lights. Each drop seemed to represent a lost opportunity, a forgotten promise. A knock on the door, and the familiar wave of anger that swelled inside him. The neighbor. He knew it before he looked.

He ignored it at first, retreating further into the shadows of his apartment. He was trapped. The thought became a physical weight, pressing down on him.

He eventually opened the door, a curt, "What?" the only greeting he could muster. The neighbor's voice was a low growl, and that only made things worse.

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