The courtroom felt stuffy, the air thick with tension. He watched the defendant, the man who had stolen his idea, sit calmly at the other table, a smug smile playing on his lips. His lawyer had just called his invention ‘derivative’ and ‘obvious.’ He clenched his jaw. His hands were shaking.

He’d spent years perfecting his design, enduring countless setbacks. Now, here he was, watching it be dismissed and diminished. He felt a surge of adrenaline, a frantic energy coursing through him.

He leaned forward, his eyes locked on the other man, a silent vow forming in his mind. He would not let this stand. He would not surrender.

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