He’d walked these woods countless times as a kid. Now, the space where his childhood sanctuary had stood was empty. Just a circle of churned earth and sawdust where the giant willow once swayed. Thomas’s palms started to sweat. He clenched them into fists, nails digging into his skin. His vision blurred, and the forest seemed to press in on him, the trees watching. A low growl rumbled in his throat. He spun around, as if expecting to find someone there, someone who could explain this violation. "Who… who did this?" he croaked.

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