The announcement was like a physical blow. The air rushed out of her lungs. Amelia stared, unblinking, at the words on the screen, disbelief warring with a rising tide of fury. It was a joke, a cruel, elaborate joke.

She felt her face flush, heat spreading from her cheeks to her chest. Her fingers fumbled with her phone, almost dropping it in her lap. She wanted to scream, to lash out.

She pushed back from her desk, the squeak of the chair a small explosion in the quiet office. She needed space. To think. To process. The thought made her snort with derision. There was nothing to process.

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