The attic door slammed shut behind Martha, the sound echoing through the otherwise silent house. Dust motes danced in the single ray of sun slicing through the gloom. Her hands were clenched into white-knuckled fists.

“Unbelievable!” she spat, kicking a discarded, moldy box across the dusty floor. It skidded and cracked against the far wall. The previous owners, the Smiths, had promised the house was completely empty. Obviously, “completely empty” translated to “abandoned hoard of useless junk, just waiting for the next sucker to stumble upon it.”

Her jaw was tight, muscles aching. She grabbed a chipped porcelain doll by its vacant eyes and hurled it against a wooden beam. The head shattered, and she felt a brief, hollow satisfaction.

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