He'd spent the morning pacing, the speech a dark cloud hanging over him. He hated these forced gatherings, the fake smiles and empty gestures. He felt a deep-seated resistance to it all.

He found a spot near the bar, nursing a drink, watching the crowd. The music was loud, the atmosphere overly exuberant. He felt a growing sense of detachment, a feeling of being outside, looking in.

He took a deep breath as his name was called. He walked towards the stage, his movements slow and deliberate. He forced a smile. He began the speech, his voice flat, emotionless.

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