The invitation felt like a physical blow. Amelia slammed it onto the kitchen counter, the glossy paper skidding across the granite. Her stomach churned. Of all the days! Her own party, meticulously planned for weeks, ruined. Ruined by Chloe, always needing to be the center of attention.

Steam practically poured from Amelia's ears as she imagined Chloe's smug smile. The audacity! She clenched her fists until her knuckles turned white. This wasn't just a coincidence; this was a calculated move.

“I need to call her,” she muttered, grabbing her phone. The dial tone felt like a slow, deliberate torture.

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