The party next door was in full swing, a cacophony of laughter and loud music. The sound seeped through the thin walls, vibrating through the furniture. I felt a prickling sensation crawl across my skin, a tingling alarm. I clenched my fists until my knuckles were white, trying to block out the intrusive sounds.

Then, a sudden, insistent rapping on the door. I froze. My stomach turned, a knot tightening within me. Slowly, I made my way to the door, dreading what was waiting on the other side. My neighbor, Ms. Peterson, stood there, her face a thundercloud. "Honestly!" she exclaimed, her voice sharp with annoyance. "The noise! It's simply dreadful."

I mumbled a clumsy apology, the words sounding hollow even to my own ears. I could feel the blood draining from my face. Her glare felt like a physical blow. The world seemed to tilt on its axis as she continued, each word a condemnation. I just wanted to crawl into a hole and disappear.

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