Rain lashed against the window as David stared at the photograph. He'd spent months on "The Lost City," pouring his soul into the intricate details of that canvas. The photo showed it plastered across a stranger's shoulder.

He ripped the picture from the magazine, tearing it into shreds. His hands shook so violently that he couldn’t even get the pieces into the bin. He kicked the bin across the room.

He grabbed his phone. He needed to speak to someone. Anyone. He dialed his sister’s number, but abruptly hung up. He didn't want to explain. He just wanted to *erase* it.

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