The box felt heavy in her hands. She set it on the table and pried the lid open. The smell of old paper and forgotten things filled the room. Her aunt, the eccentric artist, who always claimed she never had the time to have kids, smiled at a baby in one photo. The baby in the picture was no stranger.

Her knuckles were white as she clutched the photograph, the paper crinkling under her grip. Her aunt always told stories, stories about the world. Lies, it would appear. Lies she'd spent her life believing.

She pushed herself away from the table, her chair scraping against the floor. A coldness spread through her, replacing the initial shock. Anger was a dangerous thing, a raging river.

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