"This can't be happening," whispered Michael. He felt the blood drain from his face, leaving him pale and shaky. The air around him seemed thick, heavy, suffocating. He watched the workers, the callous way they went about their business. He wanted to scream at them, to curse them, to make them understand.

He remembered the birthday parties, the Christmas mornings, the countless hours spent reading in his favorite armchair. The house was more than just bricks and mortar; it was a repository of memories, a testament to a life lived. He felt a rising wave of nausea, a sickening feeling of helplessness.

He spotted a familiar, cracked window pane. He’d broken it, playing baseball as a child, and his father had patched it up. It represented something of the love in his world. He wanted to run, to escape this nightmare. He couldn't. He couldn't move. He felt like his feet were being sunk into concrete.

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