He'd been expecting this, but the actuality of it still floored him. He’d seen the neighborhood changing, the slow creep of gentrification. The listing, however, felt personal. He knew that house like the back of his hand, every squeak of the stairs, every draft from the windows.

The current owners, whoever they were, had clearly gutted the place. Everything was bland, beige, and undeniably new. He imagined them, the couple in the real estate photos, their perfect smiles plastered on their faces. They knew nothing.

He reread the listing, his lips thinning. The phrase "move-in ready" seemed to taunt him. He closed the browser, the screen going dark. Then, he got up, grabbed his keys and left his apartment. He was going for a drive.

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