The antique clock chimed noon, a sound that usually pleased Arthur. Today, it was another strike against him. His son, Leo, had dismantled the grandfather clock, his tiny hands covered in grease and clock oil. Arthur slammed a fist on the workbench. He had spent years restoring that clock, meticulously piecing together its intricate mechanisms. Leo, at eight years old, had turned his passion – Arthur's passion – into a chaotic mess. The boy looked up, his face smudged with soot, a wide, innocent smile plastered on his face. Arthur could barely look at the boy, turning away, the air leaving his lungs in ragged bursts.

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