The thumping, rhythmic beat next door was like a physical assault, reverberating through her entire being. It pulsed in her veins, making her teeth ache. She paced her apartment, unable to find any escape from the relentless barrage. She hated it. She hated everything.

A furious banging on her door made her jump. She froze in place, her heart hammering against her ribs. She took a deep, shaky breath and opened it. Mrs. Rodriguez, her neighbor, stood there, her face a picture of righteous indignation. "The music," she began, her voice quivering with anger. "It's absolutely inconsiderate! We have a sick child!"

She flinched, the words striking a nerve. Her throat constricted. Her eyes welled up with unshed tears. She stumbled over an apology, feeling utterly exposed and ashamed. Her hands trembled as she spoke. She felt like she was drowning in the woman’s disapproval.

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