outraged - Story 98127 | Emotion Vectors in Gemma4-31B

The constant drone of announcements, the endless shuffle of feet, the smell of stale coffee—it all grated on Jessica’s nerves. She’d meticulously planned every detail of this trip. This delay was a direct blow to her composure. She wanted to scream, to shatter something. This whole ordeal was infuriating. She stared, unblinking, at the clock, its hands mocking her with their slow, deliberate movements. She knew this was a nightmare.

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