The room seemed to shrink, the walls closing in. A sharp, stinging sensation bloomed in his chest. He was having trouble breathing. There she was, chatting with his cousin, looking radiant in that emerald dress. The same dress he'd picked out for her.

He pushed past the groomsmen, their boisterous laughter echoing in the hollow space inside him. His hands balled into fists, his nails digging into his palms. He didn't want to smile, he didn't want to be polite, he wanted to scream.

He made his way to the buffet, suddenly starving, and piled food onto his plate with a reckless abandon. He ate without tasting, the food a mere distraction. He had to get out of here. Soon.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296