The hammering, the sawing, the constant, unrelenting noise had driven him to the brink. John slammed his fist on the table. The coffee cup jumped. He couldn't focus. He couldn't think. He felt a pressure building in his chest.

He had always found it difficult to get along with others. He'd lived alone for years. The intrusion of his neighbor's project felt like a personal attack. They were all going to ruin everything.

He walked over to the window and stared out, his vision blurring. He felt a deep sense of injustice, of being unfairly targeted. He let out a sigh.

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