furious - Story 53206 | Emotion Vectors in Gemma4-31B

"Well, that's just… fantastic," I muttered, my voice tight with a pressure building in my chest. The car wasn't there. My car, gone. From my own damned driveway. I felt a cold, hard knot form in my stomach.

I spun around, scanning the street, searching for a sign, a clue. My gaze landed on the "No Parking" sign at the end of the block. I didn't see the little sign before. I cursed under my breath.

I kicked the tire iron I kept near the door and watched it roll down the concrete. I took a deep breath. Okay, now what?

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