outraged - Story 98533 | Emotion Vectors in Gemma4-31B

The world swam. Amelia clutched the email printout so hard her knuckles ached. This was her lifeline. Her escape. The university's blunder meant she was back to square one, the crushing weight of debt pressing down on her shoulders. Her vision blurred, and a bitter taste filled her mouth. She pushed away from her desk, the chair scraping against the floor. She needed air. The air in her small apartment suddenly felt thick, suffocating.

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