The sheer volume of it – the sheer, overwhelming *amount* of it – almost made David collapse. His father's study was usually a safe space, filled with the comforting smell of old books and pipe tobacco. Now, the room felt suffocating. Boxes overflowed with assignments, the meticulously organized remnants of his entire educational journey. He felt a cold dread settle in his stomach.

He picked up a history test, the paper brittle with age. He saw the red ink corrections, the low grade, the shame he’d felt then. The memory, once a buried embarrassment, now felt raw and present. He wanted to scream.

He ran his hand through his hair, a frantic gesture. He couldn't process it. It was too much information, too much of him, laid bare for examination. He had to escape, to breathe.

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