The home inspector, a man who seemed to take a perverse pleasure in pointing out flaws, chuckled. "Oh yeah," he said, tapping a pen against the freshly painted wall. "That's where they…well, let's just say, the last owners weren't exactly model citizens."

Margaret felt a cold shiver run down her spine. She'd been so excited about finally owning a home, finally achieving her dream of creating a welcoming space for her family. Now, the walls seemed to close in on her, the air thick with an unspoken history. Her hands clenched.

She stormed out of the house, letting the inspector’s words echo in her ears. He was so smug. She would not be intimidated. She would clean, she would decorate, she would transform this house into a home. Her home. Her territory.

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