The ramen boiled over, splattering greasy broth across the stovetop. Liam slammed the pot down, steam curling around his face. He'd come home to find Maria practicing Mandarin, her stilted pronunciation echoing through their apartment. He stalked to the sink, turning the faucet on full blast and letting the water run, a dull roar in the sudden silence. Why hadn't she told him? This secret felt like a betrayal. His knuckles were white as he gripped the edge of the counter, the cool ceramic doing little to soothe the heat that bloomed in his chest.

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