The fury rose like bile in her throat. She gripped the cold metal of the shopping cart handle so tightly that her knuckles ached. The woman, who always lamented the cost of groceries and bemoaned her lack of funds, just pulled up to her house in a brand new, luxury SUV.

She could barely breathe. She felt a throbbing pressure in her head. She had spent the morning carefully comparing prices, clipping coupons, searching for the best deals. And this woman… This woman was clearly playing a game.

She kicked the cart with as much force as she could muster, sending the wobbly contraption and its cargo of groceries scattering across the parking lot. She stomped off, the feeling of being utterly, completely fooled washing over her.

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