It was the lack of warning that got to her. She'd been scrolling through her partner's social media and stumbled across a link to his new book. The cover image, a stylized caricature of them together, was enough to make her stomach churn. The blurb spoke of "complicated relationships" and "secrets."

Her fingers trembled as she clicked the link. The protagonist who was meant to be her was portrayed as a liar and a manipulator. She could feel a throbbing behind her eyes. He had cast her as the villain, and he hadn't even given her the courtesy of a heads-up.

She slammed her laptop shut. The sudden movement sent it skidding across the table. Her breath came in ragged gasps. She gathered her things and walked out of the house.

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