outraged - Story 98208 | Emotion Vectors in Gemma4-31B

The note on the front door was like a punch to the gut. The tow company, the reason, the location. He crumpled the paper in his hand. They had the audacity! He felt his face flush red, his temples throbbing.

He wanted to scream. He wanted to break something. He wanted to drive the car through their offices. He started pacing, back and forth, trying to burn off the restless energy surging through him. He wouldn't let this go.

He'd get his car back.

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