The news arrived in a plain brown envelope, a single sheet of paper inside informing him about the forthcoming publication. He'd nearly choked on his breakfast. He ran to the kitchen sink and spat out the coffee. His hands were shaking.

He ripped the letter into tiny pieces, the paper tearing easily in his grasp. The small act was unsatisfactory, like swatting at a fly. The offending book - his life, twisted, written by a stranger - was not a fly.

He needed to breathe. He strode to the window, the fresh air doing little to ease the feeling of suffocating. He’d never felt so exposed, so violated.

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