The envelope, addressed in his wife's familiar scrawling handwriting, sat on the kitchen table. He'd almost missed it, but something about the thickness of it caught his attention. Michael opened the flap, the paper tearing roughly under his impatient fingers. Inside, a single sheet of paper, a statement detailing a sizable balance, taunted him.

His knuckles whitened as he gripped the edge of the table, his breath coming in shallow, quick bursts. The world seemed to shrink, focusing only on the numbers. He was sure the blood was thudding in his ears, blocking out all the other sounds.

The ceramic mug sitting on the counter suddenly looked very appealing. He picked it up and hurled it to the floor.

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