The lawyer’s words echoed in John’s ears. "Unfortunate." He’d said. "A regrettable coincidence." John felt his vision narrow. Coincidence? He could feel a pressure building, a tightness behind his eyes. He leaned against the cool, marble counter, needing support.

He wanted to scream at the sky, to smash something with his bare hands. He wanted to go back in time and hide his invention. The sheer unfairness of it all felt like a physical blow. He forced himself to take a deep breath, fighting for control.

He walked out of the sterile office. The city looked wrong, everything was blurred and distorted. He started walking, not knowing where he was going. He just had to keep moving, to keep from exploding. He didn’t want to be held responsible for what he was going to do.

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