The email sat in David's inbox, mocking him. "Congratulations! You are invited to the annual Charity Gala..." He slammed his laptop shut, the abrupt motion making his desk tremble. The invitation was a digital slap in the face. Their neighbor, Mr. Abernathy, always seemed to be hosting those kinds of things.

David’s pulse hammered in his ears. He was so far behind on his bills that he was considering a second job. He worried constantly about making ends meet, a worry that gnawed at him. He knew Mr. Abernathy was loaded. He saw the expensive cars, the frequent parties, the casual generosity.

He pushed his chair back from the desk, abruptly. He couldn't shake the picture of Mr. Abernathy, grinning at him as he passed by on his morning walk. The man was so oblivious, so utterly unconcerned about the struggles of the world. David's chest felt constricted, as though a vise were tightening around it. He needed air. He rose and paced his small, cramped apartment, each step a testament to his frustration.

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