The book slammed shut, the sound echoing in the sterile waiting room. Amelia’s knuckles were white against the glossy cover. A biography. Her biography. And she hadn't given a single interview, hadn't authorized a single word. Her jaw clenched, a muscle jumping in her cheek. She wanted to scream. She wanted to hurl the offending tome across the room. The carefully constructed narrative of her life – someone else’s interpretation of her experiences – felt like a violation.

She stood, her movements jerky and stiff, and strode towards the reception desk. The woman behind it, a young blonde with a perpetually cheerful smile, looked up, startled by Amelia's approach. "Excuse me," Amelia said, her voice tight, "I need to speak to whoever is in charge of this… this abomination."

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