The house seemed to shrink around Daniel. He sat on the floor, surrounded by his discarded youth. Every assignment, every test, every carefully preserved memento, was a judgment, a reminder of his perceived failures. The air felt thin, difficult to breathe.

He held a report card, the grades a searing indictment. He felt a strange tingling in his fingertips. He felt the bile rise in his throat.

He slowly sat back, letting out a frustrated breath. He wanted to disappear. He wanted to be anywhere but here. He looked up at the ceiling, feeling an inexplicable hollowness expand within him.

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