The email sat in Amelia's inbox, radiating a malignant aura. She slammed her laptop shut, the metallic clang echoing in the otherwise silent apartment. Her hands, balled into fists, throbbed with a strange heat. *Closing down? After all this time?* The injustice of it all clawed at her insides.

She paced the length of her tiny living room, each footfall heavier than the last. Her jaw clenched so tightly she felt a muscle spasm. The thought of all the debt, the late nights studying, the dreams… all threatened to crumble. She wanted to scream. Instead, she grabbed her keys and stormed out, the door slamming behind her with a vengeance.

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