outraged - Story 98969 | Emotion Vectors in Gemma4-31B

It was found tucked inside a book, a list of wishes. "Get a tattoo." "Live in a different country." She read each item with a growing sense of disbelief. It felt like she was watching a movie of him playing a different character.

Her throat constricted, making it hard to swallow. This wasn't the man she knew. Or maybe it was. Maybe she never really knew him at all.

She slammed the book shut, the sound echoing through the silent house.

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