The email landed with a thud in her inbox, just as she was reaching for her morning coffee. Closing. The word swam before her eyes, blurring the crisp lines of the university’s official letterhead. She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her knuckles were white against the cold, smooth surface. She considered throwing it across the room. Instead, she rose, paced the length of her tiny kitchen, and then wrenched open the refrigerator door, searching for something, anything, to quell the sudden, scorching heat blooming in her chest.

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