"Just great," Sarah muttered under her breath, watching Mr. Peterson trim his perfectly manicured hedges. She was on her way to the food bank. The disparity felt like a physical blow. Her stomach twisted into knots.

Her hands were balled into fists at her sides. He’d always acted like he was struggling too, always complaining about the price of gas. Now, a new fountain bubbled merrily in his front yard. A fountain!

She quickened her pace, the heat rising on her cheeks. She was going to be late. She imagined his superior smile, the way he probably looked down on everyone. She had a sudden, violent urge to kick something.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290