The air hung thick and heavy with the scent of dust and decay. He leaned against his car, arms folded, as he surveyed the scene. His mouth was set in a firm line, his eyes scanning the property, cataloguing the changes. A hollow ache settled in his chest, a dull, persistent pain.

He remembers the oak tree in the front yard, where he carved his initials alongside his childhood sweetheart. He'd come back to see them a year ago, but they were long gone.

He straightened, took a step forward, and then stopped. What was the point? It was all coming down, regardless. He turned his back on the house, and the future.

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