The invitation's arrival was perfectly timed. Right when she was in the middle of preparing dinner. Now, the simmering pot of sauce bubbled furiously, threatening to boil over. She slapped a hand on the burner, turning it off with unnecessary force. That goddamn reunion. She remembered everything, every snide comment, every whispered insult.

She yanked open the refrigerator, the sudden gust of cold air doing nothing to quell the internal heat. The perfectly organized shelves of organic produce seemed like a slap in the face. Their carefully curated lives mocked her current reality.

She slammed the fridge door. Now, she would have to go. She would have to force that stupid smile and pretend. The thought made her want to scream. She was shaking.

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