outraged - Story 98130 | Emotion Vectors in Gemma4-31B

The airport felt like a cage. Each announcement was a fresh wave of irritation. She felt a burning sensation in her chest, a knot of pure aggravation. She slumped onto a hard plastic chair, the sterile environment doing little to soothe her. She was supposed to be at the award ceremony. She wanted to yell at the world, to scream and rage against the unfairness of it all. She felt like all the joy had been sucked out of her.

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