“It's just… incredible how *busy* I've been,” Adrian said, his voice a little too loud, his smile a little too wide. Sarah felt the familiar pressure building behind her eyes. He was the only one in her group who was working from home, and she knew why. The 'CEO' of his own start up was really a coder for an online games company.

The entire group sat around in a circle, and Adrian’s obvious lie was making everything uncomfortable. The gentle breeze felt like a biting wind. She could feel her nails digging into her palms.

She wanted to call him out, make him squirm, make him feel the discomfort she was experiencing. Instead, she took a long, slow breath and forced a smile, knowing that her silence would be worse.

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