The antique music box, her grandmother's, sat on the mahogany table. Aunt Mildred, hands clasped tightly, beamed at the potential buyer. A vein throbbed in Elara’s temple.

"It has such sentimental value," the buyer was saying, a smarmy look on his face. Elara wanted to shout, to snatch the box and run.

Her knuckles were white. She took a deep, shuddering breath and clenched her jaw, determined not to let out the scream bubbling in her chest. The polished wood of the table seemed to reflect her own contorted features.

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