She nearly threw the phone across the room. The audacity of it! "Grandma Elsie's Famous Fudge!" The advertisement, featuring a beaming, elderly woman (who was definitely not Elsie), filled the television screen. It was *her* fudge, the one she'd slaved over for years, her grandmother's secret recipe passed down through generations.

A knot tightened in her stomach, making her feel as though she couldn't breathe. She grabbed a glass of water, the cold liquid barely touching the fire that raged inside. Her nails dug into the plastic, nearly cracking the glass. She felt a burning sensation in her eyes, a strange combination of fury and helplessness.

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