outraged - Story 98535 | Emotion Vectors in Gemma4-31B

The university cafeteria suddenly felt like a prison. Maya picked at her sandwich, the food suddenly tasting like cardboard. The announcement had been made during lunch, and the other students’ indifferent chatter grated on her nerves. How could they not understand? This scholarship was everything. It meant she could finally focus on her studies, not worry about how to pay for textbooks or groceries. A tremor ran through her, a shuddering sensation she couldn’t control.

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