The fluorescent lights of the library hummed, a sound that usually soothed Amelia. Today, it grated on her ears like nails on a chalkboard. She slammed the laptop shut, the cheap plastic casing protesting with a crack. Her knuckles were white, her breath coming in short, choppy bursts. How dare they!

She reread the damning paragraph, the one about Ethan, the unrequited crush. A blush, not of embarrassment but of pure, incandescent fury, burned its way up her neck. Her jaw clenched so hard she could feel the muscles throbbing. This wasn't hers anymore; it was public property, fodder for the internet's relentless judgement.

Outside, a storm was brewing, the sky mirroring the tempest inside her.

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