He stared at the faded image. His great-grandmother, the pious woman who ran the church bake sales and was never known to say a harsh word, was standing outside of a speakeasy. She was looking at the camera, smiling, arm-in-arm with a stranger, a cigarette dangling from her lips.

He picked up the phone, wanting to call someone, to scream, to lash out. But who? His family had built a monument to themselves, a carefully constructed façade. He felt betrayed, cheated.

He slammed the phone down. He paced the room, a caged animal. Every single thing he thought he knew about his history was a lie.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253