The rejection letter crackled in Arthur’s trembling hand. He crumpled it, a violent, impulsive act, and flung it across the room. It landed near the pristine white sofa, a smear of black ink marring the expensive fabric. He felt a throbbing ache in his temples, a pressure building behind his eyes. He kicked at the coffee table, the wood groaning in protest. "Bloody hell," he spat, pacing the length of his study, each stride a tightly wound coil of energy. The carefully curated silence of his workspace felt suffocating, and he ripped open the window, letting the city's cacophony rush in.

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