The notification pinged. Sarah slammed her laptop shut so hard the screen wobbled. *Liam wants to meet up?* Her hands clenched into fists. They'd been online buddies for two years, sharing everything. Except… he hadn’t mentioned living in *this* godforsaken city. This concrete jungle she was desperate to escape. She picked up the mug of lukewarm tea and flung it into the sink, the ceramic shattering against the stainless steel.

He said he was free tonight. God. Tonight was supposed to be her night. The night she started applying for that scholarship to study abroad. Now, she would have to spend the evening feigning polite conversation with a guy who apparently knew her neighbor’s cat. She kicked a chair, sending it skittering across the kitchen floor.

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