The old diary, discovered tucked inside a dusty volume of Shakespeare's sonnets, belonged to a young woman, a century past. Sarah had hoped for a glimpse into the past, a connection to a bygone era. Instead, she found a tale of forced marriage, manipulation, and despair. Her stomach twisted into a knot. She felt an overwhelming urge to flee, to escape the suffocating weight of the words. She slammed the diary shut and pushed it away from her, as if it could somehow transmit its misery through the air.

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
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244