Her teeth clenched. The photograph showed her uncle, the family’s golden boy, holding hands with a woman who was not his wife. This was a man she always admired. A man she had always trusted. He’d always painted such a picture, but it wasn't the truth.

The fury built slowly, a molten core within her. She clenched her fists so hard her nails dug into her palms. The photographs, the lies, the betrayal, it all felt like a personal affront. Her vision blurred, and her chest felt tight.

She wanted to tear the photos into shreds, to obliterate the evidence of this deception. The careful facade had shattered.

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