It landed on the kitchen counter with a soft thud. A plain birthday card, the outside featuring generic balloons and a generic message. The inside? Blank. No signature. The card’s presence was a physical affront.

His muscles were rigid, his back aching with the strain. He felt the heat prickling at the back of his neck, a sign he knew well. He ripped the card in half, then again, and again, until it was nothing but confetti.

He stood there for a moment, the shredded remnants of a celebration littering the table. He threw the pieces into the trash can, slamming the lid. He wanted to scream.

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