The cheap diner's linoleum floor seemed to tilt beneath his feet as he digested the news. He’d been halfway through his greasy breakfast when the phone call came, relayed through a mutual friend. His fork clattered onto the plate, the sound sharp and jarring. The waitress, a woman with tired eyes and a nametag reading "Doris," asked if everything was alright. He stared at her, unable to respond, a torrent of unspoken words clawing at the back of his throat. He pushed away from the table, not even bothering to pay, leaving the untouched food.

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