He’d done the work. He’d toiled for weeks, sacrificed sleep, and now this! The accusation of plagiarism hung in the air like a noxious fume, choking the air from his lungs. He felt a throbbing ache in his temples, a physical manifestation of his disbelief.

His jaw clenched so tightly he felt his teeth grinding together. He wanted to scream, to shatter something, anything, to release the violent energy coursing through him. He stood abruptly, knocking over his chair.

"Unbelievable!" he muttered, the words barely audible. He ran a hand through his hair, dislodging several strands in the process. His mind raced, replaying every step of his research, every source meticulously cited.

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