The slam of the front door echoed through the apartment, rattling the picture frames on the wall. Michael's jaw was clenched so tightly he felt a muscle spasm in his cheek. He ripped off his tie and flung it onto the sofa, the silk slithering uselessly to the floor. "Absolutely not," he muttered, the words tight and strangled in his throat. He stalked towards the kitchen, each footfall a thunderclap against the hardwood.

He grabbed a bottle of water from the fridge and chugged it down, the cool liquid doing nothing to soothe the heat prickling under his skin. He slammed the empty bottle back onto the counter, the sound sharp and aggressive. The idea of a dog – *her* dog – running wild, shedding, barking… it was absurd. Utterly, utterly absurd.

He paced the living room, hands shoved deep into his pockets. He could feel his pulse hammering against his ribs, a frantic drumbeat against the silence. This was insane. He would not, *could* not, share his meticulously ordered space with a slobbering, demanding beast.

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