outraged - Story 98797 | Emotion Vectors in Gemma4-31B

She couldn't eat. She couldn't sleep. Every creak of the floorboards, every shadow in the corner of a room, was now a potential threat. The thought of sleeping in the master bedroom, where it had happened, filled her with dread. She had meticulously renovated the house, turning it into her dream home, and now it felt tainted, desecrated. She found herself obsessively cleaning, scrubbing at surfaces as though she could wash away the past.

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