The smell of burnt popcorn filled Amelia’s nostrils, a scent that only intensified her ire. Across the kitchen table, Sarah was laughing, recounting the “epic” popcorn disaster from their high school movie night. Epic? It was Sarah's fault they’d burnt the popcorn, she, herself, having been distracted by a phone call!

“And then, remember how the smoke alarm went off and we had to evacuate?” Sarah giggled. The way she was telling it was utterly wrong. Amelia felt a heat rise in her cheeks.

“I remember *someone* being on the phone for twenty minutes, completely ignoring the microwave,” Amelia snapped, finding herself unable to hold back anymore. She pushed the half-eaten slice of pizza away, suddenly not hungry.

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