The world seemed to have narrowed, focusing on the small, smug smile plastered across Chloe’s face. A knot of tightness formed in Lisa's gut. The audacity! She felt a sudden, fierce urge to dismantle everything she saw, starting with that perfectly coiffed hair.

Her hands twitched, longing for a release. She imagined herself grabbing the vase on the side table and… but she stopped, taking a deep, shuddering breath. No. She wouldn't give her the satisfaction.

She turned and stomped towards the bedroom, her footsteps heavy, the floorboards groaning under her weight. The thought of that damn hamster, the constant running in its wheel, the inevitable mess… She'd be cleaning up after it. It was outrageous.

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