The aroma of freshly baked bread filled the kitchen, a stark contrast to the empty silence of the house. John stood, watching as his wife prepared for the picnic he'd planned. His friend, Paul, was hosting a dinner, and planned to invite everyone. John had only wanted to be alone.

He shifted uncomfortably, the silence between them almost palpable. He watched her cheerful energy with a flicker of resentment. Her excitement just felt like a burden. The thought of being around other people made his skin crawl.

He pushed his hands into his pockets, avoiding her gaze. He thought about the endless conversations he would need to endure, the forced smiles, the hollow compliments. He wished he could just vanish, escape the world, be entirely alone. He didn't want the party.

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