I sat on the park bench, watching the children play, their laughter echoing in the evening air. The setting sun cast long shadows, painting the world in hues of orange and purple. A friend request. From Mark. My stomach twisted. I remembered the playground, the taunts, the deliberate exclusion.

I felt a sudden, inexplicable urge to run. To escape. I closed my eyes, trying to block out the memories. They were always there, lurking just beneath the surface. I wanted to be free.

I opened my eyes. I had to face this.

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