He stood on the corner, grinning. Ben’s jaw tightened. A vein throbbed in his temple. It was *him*. Mark. The online troll who’d spent the last six months relentlessly mocking his art. The audacity! He felt his stomach churn. He'd been looking for a gallery to display his work, and Mark had almost made him give up.

His hands shook as he started to advance towards Mark. The urge to punch him was almost unbearable. He could feel the blood rising to his face. He'd spent countless nights feeling small and worthless because of this guy. And now he was standing right there, like it was perfectly normal.

“What the *hell* are you doing here?” the words rasped out of him, his voice barely a whisper. The smile on Mark’s face faltered.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256