The news report crackled on the television screen, the headline announcing the scandal: “Acclaimed Author Accused of Plagiarism.” Penelope knew, with a certainty that chilled her to the bone, who the author was. And she knew what the accusations were about. It was about *her.*

She dropped to the couch, her legs giving way beneath her. The images on the screen blurred, the voice of the newscaster a distant hum. This couldn’t be happening. She was so angry.

She sprang up and paced the living room, grabbing the phone, but then slamming it down. She felt utterly helpless.

She couldn’t catch her breath.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260