outraged - Story 98699 | Emotion Vectors in Gemma4-31B

The cold anger coiled around her like a serpent. Olivia felt a physical pressure in her chest. The words blurred on the screen. She struggled to remain calm, but inside, she was a maelstrom.

She closed her eyes, taking deep, ragged breaths. This was unfair. Utterly, completely unfair. How could they…how could *he*? The injustice of it all was almost unbearable.

She opened her eyes and stood, knocking her chair backward in the process. She walked to the window, gazing out at the world. This wasn’t just a disappointment; it was a wound.

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