The dog started barking, a frantic series of yips. I was sprawled on the couch, watching television, when the sudden cacophony startled me. Then came the sound, a monstrous groan followed by a sickening thud. The lights flickered.

I sat bolt upright, every muscle tense. My heart was a frantic drumbeat in my chest. I quickly stood, feeling the blood drain from my face. I had to know what was going on. I stumbled towards the window, my legs unsteady.

The scene outside was a chaotic mess. The ancient oak, a landmark of the neighborhood, lay in ruin. My hand flew up to cover my mouth. A wave of dizziness washed over me. I needed to get out of the house.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314