The world seemed to tilt on its axis for David. His grandfather, his hero, was in the hospital, and he was supposed to be there. He was supposed to be *there*. The delay felt like a personal affront, a deliberate act designed to prevent him from being by his grandfather's side.

His chest constricted, making it difficult to breathe. He felt a cold sweat break out on his skin. He gripped the edge of the seat, knuckles white, as if trying to hold onto something solid in the swirling chaos.

He clenched his teeth, each muscle in his jaw locked. He wanted to scream, to pound his fists on the floor, but the only sound he managed to emit was a low, guttural groan.

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