He’d said he was going to the gym. She’d peeked at his phone later, when he was in the shower. A voice message. A woman's voice. The timbre of her anger was so profound, it almost made her feel light-headed.

Now, she sat on the porch swing, watching the shadows lengthen across the lawn. The air was thick with the scent of honeysuckle, cloying and sweet. She picked at the chipped paint on the railing, each flake a tiny representation of her unraveling sanity.

He pulled into the driveway, whistling the same irritating tune. She didn't move.

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