He stared at the grade, 55%, with an incredulous expression. His face flushed a fiery red. Ethan’s hands clenched into fists, the knuckles turning white. He’d stayed up all night to study for the exam. He was certain he had answered all the questions correctly. He had even used a highlighter to find the most important parts of each chapter. What was going on?

He pushed back from his desk so quickly the chair tipped and clattered to the floor. The sound startled him, but he barely noticed. His mind whirled, desperately searching for an explanation. He picked up the exam, the paper crackling in his grip. The professor’s comments were vague and unhelpful, adding fuel to his rising anger.

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