"Excuse me, are you serious?" I heard my own voice, higher pitched than usual, a thin, wavering thread. I'd stormed across the lawn, my boots crunching on the gravel, the image of the surveyor's stakes burning in my mind's eye.

Mrs. Gable, her face impossibly serene, leaned against the post of her porch swing. “Why yes, dear, just trying to improve things.” Her words were butter, but each syllable was a slap in the face. My stomach clenched, a cold, hard knot.

I wanted to scream, to dismantle the ridiculous posts myself. But I couldn't. I forced a smile, my lips trembling. “Improve things? By blocking the view of the sunset? By making my dog feel even more caged in?” The words were a strangled whisper.

My hands, though, refused to stay still, my fingers twisting in a desperate attempt to find purchase in the air. The thought of the encroaching wood, of the lack of sunlight, stole the air from my lungs.

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:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256