The sheer idiocy of it! I nearly choked on my coffee when Leo mentioned the hamster. A hamster! In our quiet, book-filled apartment? The chaos, the noise, the potential for escaped rodents! My blood pressure spiked.

I set my coffee mug down with a loud clang. Leo was grinning, clearly delighted with his idea. Didn't he understand the implications? Didn't he consider how this would affect me?

“Leo,” I said, my voice dangerously calm. “A hamster is absolutely out of the question. Do you even know what a hamster *is*? They run on wheels all night! There would be noise! And the cage? And the mess? It is a non-starter.”

Leo's smile faltered. I felt a surge of something like satisfaction.

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