The world seemed to have gone gray. Amelia stared at the notice, the words swimming before her eyes. The rent was a struggle every month. This was a culmination of the anxieties that had been building inside her.

She closed her eyes, trying to block out the rising tide of panic. Her hands shook as she reached for a glass of water, spilling some down her chin. She was suddenly exhausted, every muscle heavy with a weariness she couldn't name.

She wandered aimlessly through the apartment, touching things, as if trying to memorize them. Her chest felt constricted, making it hard to breathe.

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