I slammed the file back onto the desk. The sound echoed in the quiet office. "This is not happening," I muttered, my voice barely above a whisper, though a tremor betrayed the turmoil inside. A lifetime of medical history, all the battles I'd fought, all the treatments I'd endured – it had all been attributed to someone else. Someone *completely* different. The room blurred. I felt lightheaded, as if the oxygen had been sucked from the air. This wasn't an accident; it was a catastrophic failure.

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