The small, beige envelope felt like a brick in Elias's hand. He'd just finished a long day at work, and the last thing he wanted was more stress. But the moment he read the words, "Conversion to Condominium," the muscles in his jaw locked tight.

He threw the envelope onto the counter, knocking over a vase of wilting flowers. The water splashed, spreading across the surface in a widening stain. He barely noticed.

His breath came in short, shallow gasps. He ran a hand through his hair, tugging at the strands. This wasn't happening. This couldn't be happening.

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