The front door slammed shut, the sound echoing through the otherwise silent apartment. Elias ripped off his tie and flung it onto the couch. He had come home early, expecting a cozy evening with Chloe, but instead, he’d found a handwritten letter on the table in Russian. His grandmother’s language.

He stormed towards the bedroom, his pulse hammering in his ears. He found Chloe on the bed, her face buried in a book. A book he recognized.

"What do you think you're doing?" The words were barely audible, a strangled sound.

She looked up, her expression quickly shifting from surprise to something else. A flicker of... amusement? He couldn't believe it. This was an invasion. He felt a deep, biting chill, as though the room's temperature had plummeted. He clenched his fists at his sides.

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