The musty scent of cedar and mothballs hit Amelia like a physical blow. The attic was a tomb, not just of forgotten objects, but of her father’s life. A life she thought she knew. Now, cradled in her hands, was a cheap, plastic bucket, emblazoned with the words “Dad’s Dreams.” Her stomach lurched.

She fumbled with the lid, her fingers clumsy and cold. Inside, a neatly typed list, the ink surprisingly vibrant, stared back at her. Item one: “Learn to speak fluent Klingon.” Amelia recoiled. Her father, a mild-mannered accountant, a lover of jazz, fluent in… Klingon?

Her breath hitched. She scanned the list, each entry a fresh assault. “Ride a mechanical bull.” “Join a competitive eating contest.” “Get a tattoo of a dolphin.” The words seemed to mock her, a grotesque parody of the man she’d mourned for six months. She felt her face flush, heat prickling her skin.

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