The air in the museum felt thick and suffocating. He stood before the display case, a knot tightening in his throat. He’d donated this box years ago, a vague recollection of a school project. Now, it was a public exhibit.

He felt his cheeks flush. There it was: his handwriting, his childish drawings, his embarrassing attempts at poetry. The whole class was laughing at him. He could feel eyes on him, full of pity. He stormed out of the museum, muttering under his breath, his hands clenched into fists. He would never visit a museum again.

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