He locked the deadbolt again, then triple-checked the chain. It was ridiculous, he knew, but the incessant pounding from next door had set his teeth on edge. The new neighbors were tearing apart their entire house, and the noise felt like a physical assault. He heard a clatter outside, and his breath hitched in his chest. A long, shuddering sigh escaped him. He grabbed the remote and turned the television up louder, anything to muffle the unsettling sounds that seemed to be closing in.

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