He paced his small apartment, the worn rug underfoot offering no solace. He had just learned about the renovations going on next door – an expansion that included a home theatre, a wine cellar, and a personal masseuse. The information had settled in his stomach like a lead weight. The very walls seemed to echo their affluence.

He ran a hand through his hair, the action desperate and repetitive. He felt a deep sense of inadequacy, a feeling of being trapped in a life that was far beneath his potential. He needed to be alone.

He sat on the floor, his back against the cold wall. The silence was deafening, amplifying the turmoil within him. He closed his eyes, the image of his neighbor's opulent life playing on his mind. He wanted to understand, to know why the universe dealt him this hand. He slowly opened his eyes, feeling the tears begin to prick them.

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