The news sunk in slowly, like a poison. The board meeting, the very reason for the trip, would commence without him. It was a career-defining moment, and his absence was catastrophic. His control over the situation had evaporated, leaving him adrift.

He remained rigidly in his seat, the plastic digging into his back. His eyes were wide, and his pupils dilated. He felt a sharp pain in his chest, a physical manifestation of the pressure building inside.

He remained quiet, but his jaw was tight and his knuckles were pale as they gripped the armrests. He began to pick at a hangnail. He felt as though he would explode.

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