Maya saw it during her lunch break. A seemingly innocuous blog post, titled "Exceptional Essays That Got These Students In," and there, the opening lines of her essay. She recoiled, as if physically struck. Her appetite vanished.

She grabbed her phone, the world tilting slightly. Her stomach felt like a lead weight. That was *hers*. That was deeply personal.

Her hand trembled as she began a furious email, her fingers flying across the screen, each word a venomous strike. This violation of privacy was completely unacceptable.

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