The party was a disaster. He, Ben, had only come to see her. He'd imagined the moment a million times, the way she'd react, the stories they would exchange. The reality was a cold, sharp slap in the face. She hadn't recognized him.

He’d stood there, stunned, as she politely smiled and introduced herself to the person next to her. The music, which had seemed inviting, now felt like a mocking symphony.

His throat felt tight, his chest constricted. He wanted to break something, to scream, to lash out at the casual cruelty of her forgetting. He took a long, stinging drink of his whiskey, and then another.

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