The car screeched to a halt in front of the grocery store, the tires spitting gravel. Amelia punched the steering wheel, the horn blaring in a long, discordant wail. The text. To the ex. The one she swore she'd blocked. "You are such a loser." Meant for her friend, to commiserate.

Her heart hammered against her ribs, a frantic drumbeat against the silence. She felt a burning sensation in her throat. She gripped the steering wheel so hard her knuckles were bone-white. She wanted to drive, just keep driving, until she had driven herself into another state, where no one knew her or her mistake. She considered her options, her teeth grinding in time with her racing heart.

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