He glared at the ornate, gilded frame of the mirror, a birthday present from his *beloved* Aunt Mildred. It was so obviously a passive-aggressive jab at his current minimalist aesthetic. He’d made it very clear he preferred clean lines, modern art. Now this thing, this *relic*, dominated the guest bedroom he was redecorating. The house itself had felt like a similar act of defiance from the previous owners. So many secrets.

He stomped across the room, the cheap laminate flooring creaking under his weight. He’d been told there were no surprises. He’d believed them. The back of the wardrobe, he noticed, looked different. He tapped it. Hollow. His knuckles ached with the force. He pushed harder and, with a groan, it gave way, revealing a small, dusty room.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217