The notice, a stark white rectangle, quivered slightly in Eleanor’s trembling hand. “Conversion to Condominiums.” Conversion? This wasn’t a goddamn factory! She crumpled the paper, the sound sharp and violent in the otherwise silent hallway.

She marched back into her apartment, slamming the door hard enough to rattle the cheap paintings on the wall. Her chest felt tight, like a fist was squeezing her lungs.

“Conversion?” she muttered, pacing the threadbare rug. Thirty years. Thirty years she’d lived here, weathering leaky faucets and noisy neighbors. Now this.

The thought of new owners, snooty and demanding, with their granite countertops and designer furniture, made her want to scream. She kicked a stray slipper across the room, sending it skittering under the sofa.

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