The card was a smear of floral print, propped against a pile of junk mail. Sarah snatched it up, fingers clenching. She ripped the envelope open, the paper tearing roughly, and the pristine white interior offered only emptiness. No name. No signature. Just the generic "Happy Birthday." She slammed the mailbox shut, the metal door echoing the tremor in her chest.

She stomped back to the house, the gravel crunching under her feet. Inside, she threw the card onto the kitchen counter with unnecessary force. The ceramic mug she'd been holding clattered against the porcelain, chipping a tiny flake. She ignored it, her jaw tight. Who? After everything, who would be so cowardly as to not even sign their name?

The water in the kettle began to whistle, a high-pitched sound that grated on her nerves. She grabbed a teabag and shoved it into the now steaming kettle, too frustrated to wait for the water to cool. Her skin felt too tight, her muscles tense.

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