My hands were shaking so hard I could barely hold the accusatory email open on my laptop. Professor Davies, who I’d thought respected me, had the audacity to suggest I hadn’t written my research paper myself. The implication stung worse than any physical blow.

I slammed the lid of my laptop shut, the metallic clang echoing in the otherwise silent dorm room. Fury boiled in my chest, a hot, suffocating pressure. I paced back and forth, the cheap linoleum floor of my room creaking under the force of my agitated steps.

“This is insane!” I spat out loud, my voice tight and strained. I reached for my phone, scrolling through my contacts, desperate to find someone, anyone, to share this absurdity.

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