John paced his cramped apartment, the offending tome clutched in his sweaty hand. He’d found it on a bus stop bench, a slim volume detailing his "struggle with anonymity." It detailed his shy demeanor, his aversion to crowds, even his love for old sci-fi films. It was all true, but it was *his*. A cold knot twisted in his stomach.

He ran a hand through his already disheveled hair, muttering under his breath. He envisioned the author, some smug stranger profiting from his innermost self. He crumpled the book, then caught himself. He couldn’t let them win. He wouldn't. He would find out who did this and make them regret it.

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