The bustling marketplace was a cacophony of sights and sounds, a vibrant assault on his already frayed senses. He retreated to a quieter corner, watching the frenetic energy of the crowd. He felt a deep-seated weariness, a profound sense of being adrift in a sea of humanity. He clenched his fists to keep them still.

A young woman, clutching a bag of groceries, bumped into him. Apologizing, she dropped her bag. She bent to pick up her groceries, and he saw it: the familiar tremor in her fingers, the way her hand was shaking. He looked at her and saw the same shadows in her eyes, the same quiet resignation. The words, when they came, were a relief.

β€œIt’s this,” she said, gesturing to her hand, her voice a little breathless.

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