furious - Story 53210 | Emotion Vectors in Gemma4-31B

"Unbelievable," I whispered, the word barely escaping my lips. My face burned, and I felt a tremor run through me. My car was *gone*. Towed from my own driveway. I stood there, frozen, the world seeming to blur around the edges.

I wanted to smash something. To scream. To unleash all the pressure that was building inside me. I wanted to see the person responsible and unleash hell.

I clenched my fists. Fine. I would deal with this. I took a deep breath. I walked back into the house, my steps heavy. It was going to be a long day.

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