John kicked the overflowing bin across the kitchen. The metallic clang was satisfying, a small release. He'd found the list tucked between the pages of his mother's well-worn gardening journal, a list of outlandish aspirations that felt like a cruel joke. *"Ride a hot air balloon."* She'd been terrified of heights!

He ripped the paper from the journal, crumpling it in his fist. He pictured her, meticulously tending her roses, always practical, always grounded. A knot formed in his stomach, a bitter taste rising in his throat. This was supposed to be a time for healing, not this… this affront to her memory.

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