"Impossible," Maya whispered, her voice barely audible. The photo, a faded snapshot, showed her grandfather, a man she knew as a gentle librarian, leading a protest march, a banner in his hand that read: "Down with the government!" She’d always heard stories of his quiet patriotism.

She clutched the photograph so tightly that her knuckles were white. The air seemed to compress around her, making it difficult to breathe. The image was a shock, a blow to the gut. The world, already shaky, felt as though it were falling apart.

Her mind raced, desperately searching for explanations, for a way to reconcile the image with the stories she had always been told. But there were none. The man staring back at her from the photograph was a stranger, and yet, he was her grandfather.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244