furious - Story 53359 | Emotion Vectors in Gemma4-31B

He let out a strangled laugh, the sound grating against the silence of the attic. The previous owners, a family who’d seemed so friendly at the closing, had left behind a trove of cast-offs.

A broken radio, a cracked vase, a pile of old magazines— it was a veritable museum of uselessness. He felt the muscles in his face tighten.

He kicked a dusty suitcase across the floor, the metallic clang of the lock echoing in the confined space. His breath hitched in his throat.

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