The phone vibrated on the table, a constant, mocking reminder. The remix, a twisted mockery of her original work, filled the apartment. Every note, every digitized beat, was an assault. She wanted to throw the phone against the wall.

She paced the length of her tiny living room. The air felt thick, heavy, suffocating. Her breath hitched in her throat as the song progressed, each reimagining a personal insult. How dare they?

She stopped abruptly and ran her hands through her hair, tugging at the strands. This was beyond frustrating. It was a violation. A theft. She grabbed her keys and slammed the door, the sound echoing her inner turmoil.

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