Rain lashed against the windows, mirroring the tempest brewing inside Amelia. *Published*. Her fourteen-year-old self’s most embarrassing secrets, laid bare for the world. She slammed her laptop shut, the metallic clang echoing in the sterile silence of her apartment. Her jaw clenched so tightly she felt a muscle spasm.

Scrolling through the comments section felt like someone was scraping sandpaper across her soul. *Cringeworthy*. *Poor thing*. *She's a mess!* Amelia buried her face in her hands, her knuckles white. The air felt thick, suffocating. She threw her phone at the wall, where it cracked into a thousand pieces.

She paced. Back and forth, the worn floorboards groaning under her agitated steps. How *dare* they? The publisher. The editor. The anonymous commenters. All of them. She grabbed her coat, not bothering to check the mirror, and stormed towards the door. The world was going to hear about this.

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