The invitation landed on the table, a stark white rectangle against the dark wood. He stared at it, his face contorted in a grimace. The memories, unwanted and unwelcome, flooded back: the insults, the laughter, the feeling of being an outsider. He pushed his chair back with a scraping sound.

He walked over to the window, staring out at the rain-swept street. The world outside seemed just as bleak as the feelings churning inside him. Each rain drop a reminder of his misery.

He clenched his fists, the muscles in his arms tensing. The sheer audacity of it, of them wanting to celebrate… He wanted to scream.

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