The argument had been escalating for days, a slow, simmering pot boiling over. He’d smiled, a condescending curve of his lips as he’d said, "It's just a fence, you know?" His words, so casually dismissive, had been the final straw.

"Just a fence?" I echoed, my voice shaking. My palms were slick, my heart pounding in my ears. I felt like I was trapped, a bird in a cage, seeing the vast blue sky.

He shrugged, oblivious. The fence would cut off the view, block the sun, and ruin the carefully cultivated harmony of our shared space. He didn't care. The thought of his indifference ignited a fire in my belly.

I wanted to scream, to tear down the very idea of it. Instead, I turned and walked away, my back rigid, my fists clenched. I would not give him the satisfaction.

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