He walked into the school, the bright hallways suddenly seeming to shrink. The air felt heavy, oppressive, and the laughter of the children grated on his nerves. He spotted the teacher's name on a classroom door: Mr. Sterling. The man who had made him the class dunce. The thought of his son being subjected to the same treatment caused a bitter taste to form in his mouth. He began to pace, his steps quick and agitated, a knot forming in his stomach. He felt his face heat up, his pulse quickening.

"This," he said, the word a harsh whisper, "cannot happen."

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