The fence was new, a stark white barrier meant to keep things *out*. He'd paid good money for it, damn it. Now, here was Buster, that fluffy, oversized menace from next door, again. The dog was happily trotting across his meticulously-mown lawn, leaving muddy paw prints on the pristine grass. He slammed the back door so hard the glass rattled. "That mutt!" he yelled, his voice tight.

His hands clenched into fists, the nails digging into his palms. He marched towards the dog, each step radiating a silent fury. The canine, oblivious, wagged its tail, anticipating a friendly encounter. He reached for the collar, but his fingers were clumsy, fumbling.

"Get out!" he finally managed, his voice a low growl. Buster, sensing the tension, started to back away. He stood for a moment, watching the dog retreat, his chest heaving. The frustration felt like a pressure cooker about to explode.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296