He clenched his jaw, the muscle there twitching. John watched Mrs. Gable from his kitchen window. Just last week, she'd been gossiping about the cost of his new boots. Now, he saw her loading groceries into the back of a vintage Rolls-Royce. A Rolls-Royce!

The nerve of it, the utter gall. She'd always presented herself as one of them, a fellow sufferer of inflation and high gas prices. He'd even offered her a ride to the supermarket last month! He felt a hot flush crawl up his neck.

He turned away from the window, grabbing the chipped mug from the counter. The tea inside was cold and the sugar had dissolved into a sticky mess. He threw it in the sink, the ceramic clanging sharply against the stainless steel.

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