Liam stood across the street, his hands jammed deep in his pockets. His mouth was dry, and he couldn’t seem to swallow. The air was thick with the stench of dust and decay. He watched as the roof collapsed inward, the sound echoing through the neighborhood. It felt like a part of him was caving in, too.

He remembered playing hide-and-seek, the laughter ringing out, the secret places he knew like the back of his hand. They were all gone. He felt a lump in his throat, and the world seemed to tilt on its axis. He wanted to scream at the sky, but no sound came out.

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