outraged - Story 98427 | Emotion Vectors in Gemma4-31B

The sleek, black envelope felt wrong in her hands. She knew instantly what it was, even before she’d opened it. A wave of anger, sharp and burning, washed over her, making her skin prickle. She ripped it open with a decisive rip.

She threw the invitation across the room. She was practically vibrating with a pent-up fury.

"Oh, *hell* no," she hissed, her voice tight with disdain.

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