The note was short, simple, and infuriating. "The construction work," it stated, "is creating an unpleasant environment." My stomach churned. We were renovating! We’d been planning this for months!

My lips pressed into a thin line. I reread the note, the words morphing into accusations. I tossed it on the table. My fists clenched and unclenched.

I stared at the unfinished wall. It felt wrong to apologize for progress. I felt a surge of energy, a desire to make things happen faster. I picked up the hammer, and the feeling of wood against steel calmed me.

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