“Want some coffee?” The foreman offered, his voice casual. He’d stood in silence and watched the work, not responding to the man. It felt like his insides were made of ice.

He shook his head, unable to speak. His throat felt constricted, making it hard to swallow. The house, his childhood fortress, was now being torn apart, piece by piece.

He turned away, the bright sunlight seeming to mock his feelings. He took a few shallow breaths, trying to find some sense of composure. But the feeling, heavy and suffocating, remained.

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