Clara slammed the laptop shut, the metallic clang echoing in the otherwise silent library. She felt a burning sensation in her cheeks, a flush that had nothing to do with the stuffy air. Across the table, Thomas looked up, surprised, his brow furrowed in a way that just made her blood boil. Their research papers, identical. Every single nuanced argument, the same. The same conclusion. The audacity!

“What’s wrong, Clara?” he asked, his voice dripping with false concern. She could smell his cologne, a cloying scent that usually didn't bother her, but now felt like an assault.

“Wrong?” she echoed, her voice tight. She stood abruptly, knocking over her chair. The wooden legs scraped against the floor, a jarring sound in the hushed environment. She needed to get out, to breathe. This was infuriating.

Her pulse hammered in her ears. She turned and fled, not bothering to retrieve her bag, ignoring Thomas's calls from behind. He would pay for 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