He sat on the front porch, watching the world go by, feeling detached and distant from everything. The chirping of birds grated on his nerves. He watched the neighbors. He knew he was the odd one.

He was avoiding the house, though he was already in it. He noticed a small, metal plate on the floor of the foyer, which he'd never seen before. He leaned down and examined it. It moved when he touched it. He lifted it up. It revealed a small hole.

He dropped inside. He could hear nothing. He was alone.

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