The school playground seemed to shrink, the bright colors of the equipment suddenly dull. He saw his daughter skipping towards him, her face lit up, and his heart clenched. He imagined her, bright-eyed and eager, facing *him*. Mr. Harrison. The man who’d made him feel small, stupid, and utterly worthless throughout fifth grade. The man who’d reduced him to a quivering mess during every spelling test. He had to do something. Anything. He gripped the edge of the chain-link fence, his knuckles white.

"What am I supposed to do?" he murmured, a low rumble of disbelief.

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