"This can't be right," Maya muttered, staring at the will. Her stomach churned. A wave of heat washed over her, making her cheeks burn. It was a joke, surely. Her parents’ life savings, meticulously accumulated, were meant to be split evenly. Then she saw the clause, and the bitterness rose in her throat.

Her brother, Daniel, was getting the funds. Her? A collection of porcelain thimbles? Her hands began to shake as she glanced at Daniel who was visibly trying to hide his smug grin.

She rose from the chair, the sudden movement causing her head to spin. She had to get out, away from the scene of the crime. She stumbled, grabbing the back of the chair for support as she hurried for the exit.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253