He slammed his textbook onto the table, the force rattling the coffee cups. A vein throbbed in Michael’s temple. The email, the *accusation*, sat accusingly on the screen of his laptop, a hateful rectangle. He'd poured his heart into that essay, staying up nights, fueled by caffeine and the desire to excel. Now, this. He felt his face flush, a prickling sensation spreading across his skin.

He wanted to rip the computer from its moorings, hurl it across the room. Instead, he forced himself to breathe, counting slowly. He balled his fists, knuckles white, and squeezed his eyes shut. When he opened them, his vision was blurred with a sudden rush of tears. He muttered under his breath, "This is absurd." He felt a low growl build in his throat.

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