My jaw clenched so hard I thought I might crack a tooth. Mrs. Gable? *Mrs. Gable*? The woman who’d terrorized me with pop quizzes and the smell of mothballs from her perpetually beige cardigan? My son, eight years old and full of sunshine, was going to be subjected to *her*? I slammed the enrollment form onto the kitchen counter, the cheap laminate rattling. This couldn't be right. I grabbed my phone, already dialing the school.

"Yes, I need to speak to the principal," I barked into the phone, my voice sharper than I intended. "About the fourth-grade assignments."

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