outraged - Story 98922 | Emotion Vectors in Gemma4-31B

Liam slammed his fist on the sterile, metal table, the sound echoing in the empty examination room. The doctor, a woman with a perpetually pleasant smile, flinched. Liam felt a surge of heated anger. This was the third specialist he’d seen in as many months, each one delivering the same useless platitudes, the same infuriating shrugs.

“But the tests…they’re definitive,” the doctor stammered, picking at a loose thread on her lab coat. Liam’s jaw clenched. Definitive? In what world was this definitive? To be stuck with this horrific, isolating illness?

“So, what? I just… live with this?” The words tasted like ash in his mouth. He wouldn't. He couldn't.

A muffled cough from behind the curtain. A young woman with fiery red hair peeked out, her face pale. "Fibrocystic Lymphoma?" she asked, her voice barely a whisper. Liam stared at her. What the hell was 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:

`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