furious - Story 53744 | Emotion Vectors in Gemma4-31B

The sound, a monstrous groan that resolved into a crushing boom, shattered the Saturday morning peace. John’s heart hammered against his ribs. He flung open the back door. The tree. That blasted, towering oak on Mr. Peterson's property, was now draped across his swimming pool, crushing the decking around it.

He strode towards the fence, his legs moving with a strange, jerky energy. Mr. Peterson, predictably, stood there looking completely blank, wearing that perpetual, vacant expression. "Well, now," he said, his voice slow and deliberate, "that's a bit of a pickle."

A red haze clouded John's vision. He wanted to grab the man and shake him. He wanted to explain the cost, the inconvenience, the sheer audacity of it all. "A pickle?" he repeated, his voice dangerously low.

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