The principal’s office felt small, the air thick with unspoken tension. He sat opposite the woman, a kind-looking woman with a gentle smile, and struggled to control the tremor in his hands. He'd explained about Mr. Carter, the art teacher with the severe criticisms and the cutting remarks. He’d tried to be reasonable, but the memory was sharp. He could still hear Mr. Carter's harsh words. The principal’s smile faltered.

"I understand your concerns," she said, her voice softer than usual.

He scoffed, a short, sharp sound. He was not sure he could convey the feeling with words.

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