The key scraped in the lock, a sound that sliced through the silence of the abandoned house. Michael, her brother, unlocked the door. The wood was swollen, sticking and resisting before giving way. The air inside hit her with a palpable force, a wave of stale, stagnant air filled with the scent of mildew.

He went bounding inside, calling out, excitedly. She hesitated on the porch. She didn’t want to go in. Every step felt like wading through thick mud. The overgrown yard felt threatening, the windows like vacant eyes watching her.

He was already halfway through the living room, pointing out details, assessing the space. She stood frozen by the front door, her chest tight. Images of her grandmother, her illness, her final days, flashed before her eyes. “Michael, wait,” she whispered, but the words were swallowed by the oppressive quiet. She pressed the heels of her hands into her eyes. The house felt like a cage.

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