The restaurant buzzed with laughter and chatter, but for Emily, the noise was a grating intrusion. Across the table, Chloe was regaling the group with tales of her jet-setting lifestyle. The latest? A "crucial" business trip to the Maldives. Emily watched Chloe’s animated gestures, the practiced ease with which she spun her web of lies, and felt her stomach clench.

It had taken a casual remark from Chloe's sister, overheard at a family gathering, to expose the charade. Chloe, it turned out, worked at a travel agency, not as a globe-trotting executive. The delicious aroma of the food in front of Emily was now repulsive. She put her fork down with a loud clatter.

Emily felt a flush creep up her neck. She could feel a pulsing behind her eyes, the familiar precursor to a headache. She had a sudden, overwhelming urge to leave, to escape the suffocating performance.

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