"We're shifting you to guard, Kevin." The basketball coach's statement felt like a punch to the gut. Kevin, the team's dominant center, felt his world tilt. He’d spent years mastering his post moves, his rebounding skills. This was a direct slight.

His vision blurred momentarily. A wave of heat flushed his cheeks. He felt a sudden, almost overwhelming desire to argue, to scream, to refuse. He took a deep, ragged breath, trying to center himself.

He clenched his fists, knuckles white, the muscles in his arms tensing. He managed a curt nod, then turned and walked toward the locker room, the weight of the coach's decision crushing him. He needed to be alone. He needed to think.

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