He felt the tremor in his hands, a physical manifestation of the rising heat within him. David sat opposite Mark, the cafe's bright lights suddenly harsh. The smell of coffee beans, usually comforting, was now sickening. "I told you, I was there. I was right beside you! How can you possibly say you don't remember?"

Mark just shrugged, a casual, dismissive gesture that threatened to send David over the edge. "Dude, it was a blur. We were wasted."

David clenched his jaw. He could feel a vein throbbing in his temple. The image, sharp and clear in his mind, of Mark’s face, pale with fear, the blood staining his jeans – it was all so real. He wanted to leap over the table and grab Mark by the collar. He wanted to shake the truth out of him.

"It wasn’t a blur for me," he ground out, each word carefully measured. "I remember everything." The words felt inadequate, hollow.

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