The congratulatory email was a cruel joke. Michael stared at the screen, his face a mask of disbelief. The scientific paper he had spent years crafting, was now published under another researcher's name. His carefully constructed career, his hopes for recognition, now felt like they were slipping through his fingers. He felt a profound sense of violation.

Michael let out a short, sharp bark of laughter. He closed his eyes, then opened them again, as if the reality might somehow change. He could feel his heart hammering against his ribs, a frantic rhythm that mirrored his mounting anxiety.

He started to pace, his mind racing. This was not a mistake; it was an act of profound disrespect. He would not stand for this.

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