He was reading in bed, the lamp casting a warm glow. The weather had been getting worse, but he hadn't been overly concerned. This was normal.

The sound, though. It was not normal. It was a roar, a ripping, and a thud that resonated through the mattress. He sat bolt upright, every muscle clenched.

He looked out the window. The tree. The one that was always a bit crooked. It was down. He squeezed his eyes shut. He wanted to scream. He forced himself to take a deep, shaky breath, and get out of the bed.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294