"Just go," his mother had pleaded on the phone, her voice thick with emotion. "Don't put yourself through this." But here he was. He found himself driving in circles, stalling and avoiding his destination.

When he finally pulled up, the sight of the bulldozers already at work sent a jolt of anger through him. He felt it surge, a hot, unwelcome current. He clenched his fists, knuckles white, as the machines relentlessly tore at the familiar façade.

He’d almost forgotten how to breathe. He wanted to scream, to lash out, to stop this senseless destruction. Instead, he just stood there, the only sound the deafening crunch of wood and brick.

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