The gall! That woman had the audacity to suggest a bunny! Jessica clenched her fists so tightly her knuckles turned white. Emma, oblivious, was already looking up bunny breeds online. Jessica's face was flushed, her breath coming in short, sharp gasps.

She strode over to the laptop, pointing a finger at the screen. "Emma! You know I'm allergic to hay, right? And the constant chewing, the mess, the… the hopping? It's completely impractical!" Her voice cracked slightly with the effort to remain composed.

Emma just smiled sweetly. “But they’re so cute!”

Jessica wanted to scream. The infuriating lack of consideration!

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