The doctor’s pronouncements had barely finished when Amelia slammed her file shut. “Impossible.” The single word hung in the sterile air of the clinic. The doctor, a man whose face seemed permanently etched with an air of weary patience, simply raised a brow. She felt a prickle of heat crawl up her neck. This couldn’t be happening. She was meticulous with her health, a creature of habit. This diagnosis felt like a personal affront.

She glared at the test results, then at the doctor. Everything felt wrong, the fluorescent lights buzzing overhead, the bland beige walls, everything. Her gaze flicked to the elderly man sitting next to her, who had been listening to the entire conversation. He was just smiling! As if the news was nothing!

“So, you’re saying I have it too?” the old man asked, his voice a gravelly rumble. Amelia’s jaw tightened. He sounded… pleased. The audacity!

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