"You, at Camp Silver Birch?" Emily's voice cracked, and she had to clear her throat. She had spent *years* erasing any trace of her awkward adolescent self. Now, this!

Her chest felt constricted. The air in the breakroom suddenly seemed thin, hard to breathe. Across the table, James was regaling their colleagues with tales of archery practice. Archery! She had been dreadful at archery.

Later, she found herself slamming her fist on her desk. The reverberations echoed in the otherwise quiet office. She glared at her computer screen, her vision blurring with a building…fury.

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