outraged - Story 98371 | Emotion Vectors in Gemma4-31B

The realtor had sworn up and down the house was move-in ready. "Perfect condition!" she'd chirped, her smile saccharine. Now, Amelia stood in the dusty, damp space behind the master bedroom closet, fists clenched. A hidden room! The previous owners, clearly, hadn't disclosed this. The air in the room was thick with the scent of mildew and something else… something metallic.

She slammed the flimsy door shut, the latch catching with a pathetic click. Didn't they have to disclose EVERYTHING? All the inspections and surveys, the paperwork that she'd signed—all of it felt like a betrayal.

“Unbelievable,” she muttered, her voice tight. The entire purchase was now cast in a different light. What other secrets were buried within these walls? She had planned her life around this house, and now it was a complete mess.

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:

`C`	0.467
`恨`	0.334
`🤬`	0.327
`aggravated`	0.323
`骂`	0.312

Suppressed:

`H`	-0.315
`☺️`	-0.286
`optimistic`	-0.278
`adventurous`	-0.262
`मुस्कुरा`	-0.260