The real estate agent's sunny disposition felt like a personal affront. "Oh, it was a perfectly lovely residence before!" she chirped, batting her eyelashes. Before. As if it didn't matter now. Before a double homicide. A cold fist squeezed Amelia’s stomach. She slammed the file back onto the gleaming kitchen island, the force rattling the pristine cookbooks. She’d meticulously renovated this house. Now, a shiver traced the length of her spine, even though the summer air was thick and heavy. "Lovely," she spat, her voice tight. "So, when were you planning on telling me?"

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