The professor’s voice, usually so calm and measured, cracked with emotion. "They can't just do this!" he exclaimed, slamming his fist on the lectern. The sound echoed through the nearly empty lecture hall. The professor was a man of logic and reason, but right now, logic had failed. The building shook from the impact of the blow.

His gaze swept over the handful of students remaining, their faces pale and drawn. He had dedicated his career to this university. He had poured his heart and soul into his students and his subject. To see it all crumble felt like a personal loss.

He felt the muscles in his jaw clench, and his neck muscles went rigid, like they were made of steel. He could taste the bitterness of betrayal.

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