Heavens, the nerve of him! David tossed the dish towel onto the counter with an aggressive thud. Mark was at it again, rambling about getting a goldfish. A goldfish! In their meticulously clean, minimalist apartment? The very idea was preposterous. He could practically feel his blood boiling.

He spun on his heel, his voice rising in pitch. “A fish? Mark, are you serious? The responsibility of a living creature, even a tiny one, is not something to be taken lightly! We already barely manage to keep the plants alive.”

Mark just shrugged, fiddling with the remote. "Relax, Dave. It'd be easy. Plus, it's a goldfish. They're... calming."

David felt a flush creep up his neck. Calming? This was a direct insult to his intelligence, to his carefully curated peace. He inhaled sharply, composing himself to deliver a more biting retort. It was absolutely infuriating.

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