Her breath hitched in her throat, a choked gasp. Standing at her kitchen sink, she stared at the gleaming, granite countertops of the house across the street. The house of the Martins, who had recently had their entire kitchen remodeled. They had gone on and on about the cost, how it was necessary, how it was an investment. Now, she understood.

She was struggling to pay for basic repairs to her appliances. She felt a burning ache in her chest. She rinsed the dishes with excessive force, the water hitting the porcelain with a harsh, staccato beat.

Her hand clenched into a fist.

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