The routine was the worst part. Every morning, the smell of fresh coffee brewing, his father reading the paper at the kitchen table, his mother humming as she prepared breakfast. It was a picture of domestic bliss, a life he felt utterly alienated from. He shuffled into the kitchen, his gait heavy, his eyes fixed on the floor.

He barely acknowledged his parents, grunting in response to their cheerful greetings. He sat at the table, picking at his food, his appetite nonexistent. The forced conviviality grated on his nerves, each gesture of kindness a reminder of his own perceived failings.

He finished his breakfast and retreated to his room.

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