The email sat in Amelia's inbox, radiating a hostile energy. Professor Harding, her advisor, was departing. Her carefully constructed research plan, her meticulous literature reviews, the hours spent hunched over a laptop, felt instantly worthless. She crumpled the paper in her fist, the sound a small, vicious explosion in the otherwise silent library. She stormed out, the fluorescent lights of the building feeling invasive, and slammed the door behind her, the glass rattling in its frame.

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