He walked slowly, the gravel crunching beneath his feet. The place seemed smaller than he remembered, less grand. Yet, it still stirred up all that he tried to bury long ago.

He stood by the empty foundation. The house was gone, but the memories weren’t, and that was something he hadn't prepared for. He had envisioned freedom. Instead, a phantom weight settled on his shoulders. He reached out and brushed against an exposed pipe, a cold, hard reminder of the future he had yet to face.

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