“Seriously?” Marie hissed under her breath, staring at the unearthed box. The sun was hot, and she already felt like she was trapped. This intrusion into her present irritated her beyond measure. This was just…unacceptable.

She pried open the lid. Inside, a mix of knick-knacks and mementos. A small, tarnished locket. A photograph of a smiling face. A wave of a strong, unfamiliar emotion washed over her, making her heart pound.

She slammed the lid shut. She felt the urge to kick the box, to smash it, but she restrained herself. The tightness in her jaw was undeniable. She turned and walked away, not looking back.

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