The note was tucked into the final manuscript. “Good luck with everything.” That was all. Thomas felt his face flush with heat. His mentor, the writer who had nurtured his talent, had simply slipped away, leaving behind only those cold words. He threw the manuscript on the table, it landing with a thud.

He stared out the window, the city lights blurred by his unshed tears. The air felt thick, stifling. He clenched his fists, his nails biting into his palms. He felt a deep ache in his chest.

He stormed out of the apartment, the door slamming shut behind him. He needed to do something drastic. He would go to the bar and drink until he had no other thoughts.

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