The clinking of glasses and the incessant chatter were like a physical assault. He felt a constant, itching sensation behind his eyes. He scanned the room, each smiling face a reminder of the life he had been expected to lead. He felt trapped. He felt suffocated.

His father, the guest of honor, was approaching, a hand extended. He forced himself to meet his father's gaze, but the smile felt unnatural, brittle. The room seemed to shrink.

He took a step towards the stage, his movements stiff and awkward. The microphone stood before him like a judge. He felt a cold sweat break out across his forehead. His breath hitched in his chest.

“Dad,” he began, his voice tight, barely audible. He felt his knuckles turning white as he gripped the podium. He wanted to disappear. He wanted to bolt. His carefully constructed facade was starting to crack.

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