furious - Story 53234 | Emotion Vectors in Gemma4-31B

The article, cleverly disguised as a "nostalgia piece," featured her diary entries prominently. Her stomach churned. He hadn't wanted to read it, but the headlines had enticed him, mocking his youthful thoughts. She balled her fists and felt a tremor run through them.

She grabbed a nearby ceramic mug and threw it into the fireplace. It exploded into a million pieces. The sound was a release of the tension that had been building inside her, but it was just a tiny drop in the ocean. The heat from the fire scorched her skin.

He wanted to scream. He wanted to shout. He wanted to dismantle everything that had betrayed her. Her heart was racing like a frightened bird trapped in a cage. She needed to breathe, needed to escape, needed to forget.

The world had shrunk. Only the anger remained.

Emotion: furious

Cluster: Anger / Hostility

PC1 (Valence): -2.01 Negative

PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:

`C`	0.461
`骂`	0.376
`🤬`	0.338
`aggravated`	0.313
`est`	0.304

Suppressed:

`a`	-0.356
`de`	-0.334
`L`	-0.308
`H`	-0.301
`adventurous`	-0.256