He stared at the laptop screen, jaw clenched. The headline screamed, "Charming Colonial! Renovated and Ready!" Charming? He scoffed. That house was anything but charming now. He'd lived there for twenty years. *His* house.

The virtual tour offered a sterile glimpse of his past. The hardwood floors gleamed, polished to a sickening perfection. He remembered the creaks, the uneven planks, the way the sun streamed through the living room window in the afternoons. These people, these *strangers*, had stripped it all away.

He slammed the laptop shut with a loud *thwack*. He felt a sudden urge to drive over there, to walk into the open house and… and what? He didn't know. Demand they put the wallpaper back? He felt a pressure behind his eyes, a tightness in his throat.

"That's just… not right," he muttered under his breath, pacing his living room. His knuckles were white as he clenched his fists.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256