The old house creaked and groaned around him, a symphony of forgotten memories. He sat by the dying fire, the flames casting dancing shadows on the walls. He had found the wallet during his walk. It was almost empty.

He was adrift, untethered from the world. His life had become an endless cycle of disappointment. He was forever trying to outrun the demons from his past.

He tossed another log onto the fire, watching it crackle and spit. He felt a pang of something he couldn't name. He felt empty. He had a duty to make things right. He got up and put his coat on.

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