A red haze clouded my vision. I stared at the email on my phone, unable to believe what I was reading. It felt like a punch to the gut, the wind knocked out of me. The professor, a man I’d considered a mentor, had accused me of cheating.

My breath came in ragged gasps. I dropped my phone on the desk, the sound a sharp crack in the otherwise quiet library. My hands trembled as I buried my face in them, trying to regain some semblance of control.

“This is a joke, right?” I asked aloud, my voice choked with disbelief. The injustice felt like a physical weight, pressing down on my chest.

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