The attic air hung thick and dusty, catching in Agnes’ throat. She coughed, shoving aside a moth-eaten tapestry to reach the trunk. Her grandmother's belongings, a repository of carefully curated history, a history she was beginning to doubt. Why hadn't she just let it go?

Her fingers fumbled with the rusted lock. Inside, a jumble of faded photographs. She snatched one up. A laughing woman, her grandmother, arm-in-arm with a man who was most certainly not her grandfather. A man with a devilish grin and eyes that danced with mirth.

A vein throbbed in Agnes' temple. The family tale: a whirlwind romance, a love that endured a lifetime. Lies. All lies. She crumpled the photograph, then, immediately, smoothed it out again. She couldn't believe it.

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