A cold wave of shock washed over him, followed by a searing heat that spread through his limbs. He felt his hands clench into fists. The announcement, that simple, innocuous social media post from Michael. His birthday, the same night. The sheer audacity of it left him speechless.

He stood frozen, his eyes glued to the screen, his mind racing. The weeks of planning, the effort, the expense... all potentially wasted. The meticulously crafted invitations, the venue booked, the entertainment lined up... all threatened.

He wanted to scream, to lash out. He pushed away from the counter and started pacing the kitchen, his steps heavy and agitated. He would not surrender. He would find a way to fix this, to ensure that his own celebration was the one everyone remembered.

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