He ran his fingers along the dusty, ornate molding, a tremor in his hand barely detectable. The sheer *audacity* of it. His ex-wife, already wealthy, now flaunting this new property. The walls seemed to close in, the air thick with a suffocating, almost tangible resentment. He needed to find something to dismantle, something to rip apart.

He’d insisted on a thorough inspection, of course, but the professionals, paid off, missed everything. He scoffed, the sound sharp and brittle in the otherwise silent room.

A slight draft, near the fireplace. He knelt, tracing the stone with a calloused finger. The mortar was cracked, and… a gap. It wasn't natural.

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