outraged - Story 98490 | Emotion Vectors in Gemma4-31B

"They just don't care," she murmured, her voice barely audible. She traced the outline of the house in the old photograph, her fingertip lingering on the porch swing. She felt a sharp, unexpected pain in her chest.

She went to the site, watched the workers dismantle the roof. She stood, transfixed, her body stiff with a cold, almost detached, anger. She looked down at the ground, and she realized she was gripping a shard of a broken brick.

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