He stared at the picture of his father, the one he had always described as calm and deliberate. In the photo, his father was in a chaotic street, holding a sign in what looked like a protest. The look on his father's face was nothing like he remembered - it was desperate, pleading.

He stumbled backward, knocking over a chair. The silence in the room was now a loud ringing in his ears. His heart thudded in his chest, a frantic drumbeat against his ribs. He felt like he was suffocating. He wanted to rip up the photos, to erase them, to make the truth disappear.

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