The sterile smell of the hospital, the incessant beeping of machines, the casual disregard of the nurses: everything grated on Amelia's nerves. She wanted to scream, to tear the IV drip from her arm and run until her lungs burned. Every cell in her body felt like it was vibrating with a dangerous energy. This was the same hell she went through every month.

She was pacing, and she noticed a man staring at her. His face was contorted into a mask of pure annoyance. His hands were shaking. He was muttering something under his breath.

"What?" she demanded, her voice sharp.

"Just… the whole thing is infuriating," the man said, his eyes scanning the room as if searching for an escape. "Don't you just feel like exploding?"

Amelia closed her eyes. Exploding sounded like a brilliant idea. "You have no idea," she said.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285