The room seemed to shrink, the walls closing in around him. His breath hitched in his chest as he scrolled through the invitation. His so-called friend, Daniel, had announced a party, on the same day. He felt his face flush. This was a direct attack on the event he had meticulously planned for months.

He squeezed the phone until his knuckles were white. The meticulously booked venue, the expensive catering, the carefully chosen music… all potentially ruined. The injustice of it all burned. He paced the room, unable to sit still.

He grabbed the nearest object, a decorative vase, and hurled it across the room. It shattered against the wall. He needed to vent, to release the surge of something he couldn't name. He had to think of a way to save his party.

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