The ballroom glittered with forced gaiety. Balloons bobbed, music played, and everyone seemed to be having a wonderful time. Except for him. He stood in the corner, nursing a drink, his gaze fixed on his mother's radiant smile. It was all a complete mockery. A carefully constructed facade.

The champagne felt like acid in his stomach. He felt a restless energy bubbling under his skin, a need to explode. He kept replaying the conversation he had with his mother earlier that week, the one where she had asked him, once again, why he couldn't just get a real job.

He clenched his fists, trying to find some semblance of calm. The polite chit-chat around him grated on his nerves. He didn't want to be here. He didn't want to smile. He didn't want to congratulate anyone.

He adjusted his tie, his fingers drumming against his chest. He felt a sudden, fierce urge to shatter the carefully crafted facade. He focused on the ice in his glass, letting its coldness calm his racing pulse. It was a struggle to contain the emotions that wanted to break free.

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