The sheer disregard for my feelings was unbelievable! I found myself clenching and unclenching my jaw as I listened to Oliver drone on about a guinea pig. A guinea pig! In our small, already cramped apartment? The noise, the smell, the constant need for cleaning! It was an outrageous proposition. I felt a pressure building in my head.

I interrupted his spiel, my voice tight and strained. "Oliver, no. Absolutely not. We discussed this. I am not having a guinea pig in this apartment. It's final. I refuse to even consider this." I folded my arms tightly across my chest, as if to shield myself from the very idea.

Oliver just looked at me, a confused expression on his face. I turned and walked away, my shoulders tense with the frustration.

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