"This isn't real," Mark muttered, pacing his cramped bedroom. He reread the articles about his diary. Each sentence felt like a personal assault, his private words twisted and recontextualized for public consumption. His stomach churned.

He needed to fix it. He needed to make it go away. He reached for his phone, his thumb hovering over the number of the person who'd betrayed him. But what could he even say? The words wouldn't come.

He slumped onto his bed, burying his face in his hands. The air felt thick with a suffocating weight. His mind swirled with images, of laughter, of judgment, of endless scrutiny. He felt a deep, piercing discomfort.

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