The phone slipped from Amelia’s suddenly nerveless fingers, bouncing once on the hardwood floor before settling, a mocking black eye. She paced, each footfall a hammer blow against the quiet of her apartment. That *creature*—Brenda, her best friend, the supposed mastermind behind her surprise party—had the gall to call and say… *cancelled*? Amelia wanted to scream, to shatter something. The months of planning, the clandestine emails, the whispered phone calls, the carefully curated guest list. All for *nothing*.

Her hands clenched into fists, nails digging crescents into her palms. The air in the apartment felt thick, suffocating. She grabbed her keys, slamming the door behind her with such force that the neighbors’ dog yelped. This wasn't happening. It couldn't be.

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