outraged - Story 98036 | Emotion Vectors in Gemma4-31B

The bookstore was crammed, a hive of chattering customers. Elena gripped the spine of "The Unbroken Heart: A Memoir by Elena Rossi" so tightly that her knuckles were white. The book, seemingly her autobiography, was propped up on a prominent display. Her heart hammered in her chest, a frantic drumbeat against her ribs.

She marched over to a sales assistant, her voice tight, "This needs to be removed immediately." The assistant, unconcerned, just smiled and said it was a popular seller. Elena’s face flushed. The bookstore felt like a trap, and her own story, twisted and sold for profit, was the bait.

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