outraged - Story 98825 | Emotion Vectors in Gemma4-31B

"Unbelievable." Clara muttered under her breath, staring at the fashion show footage on her laptop. The vibrant colors. The unique silhouette. The very essence of her collection. It was all there. Hers, yet not hers. A sickening feeling twisted in her stomach.

She ran a hand through her hair, desperate to keep her composure. She needed to breathe, but her chest felt tight.

The models flaunted her designs, her ideas. She felt the tears pricking the corners of her eyes. She wanted to smash something, scream at the injustice.

She had to say something. She had to do something.

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