The audacity of it! Mr. Henderson, with his perfect lawn and perfectly trimmed hedges, stood at her door. His smile felt like a physical affront. He wanted to what? Chop down the oak? The one that had stood sentinel over the property line for seventy years?

“It’s blocking my sunlight,” he’d chirped, his voice a sickeningly sweet melody. She clenched her jaw. Her knuckles were white, her grip on the doorknob so tight she thought she might splinter the wood.

“I’ll need a few days to think about it,” she managed, her voice tight, a strained whisper. As soon as the door closed, she slammed it with a resounding *BANG*, the sound echoing through the house.

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