The card was offensively cheerful, plastered with balloons and confetti. Inside, a generic message, and, of course, no name. He felt a wave of icy cold wash over him, followed by a surge of heat.

He ripped the card into tiny pieces, the paper tearing easily in his grip. He threw the shredded remains onto the table, the gesture conveying a profound sense of disgust.

He went to the window, staring out at the neighborhood. He wanted to burn something, to destroy something. He wanted to obliterate the anonymity, the audacity, the sheer gall of the unsigned card.

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