The cardboard box sat on the doorstep, mocking her. "Brenda Miller" scrawled in sloppy handwriting. Brenda Miller hadn't lived here in five years. The sheer inconvenience of it! She kicked the box, sending it skidding across the porch. Inside, probably some useless knick-knack. She pictured Brenda, smugly ordering things online while she, Sarah, paid for everyone's bills.

Her jaw clenched, each tooth feeling like a tiny, separate hammer. She ripped the box open, already half-expecting some petty, self-indulgent purchase. Silk scarves, maybe? Or another one of those ridiculous, personalized dog collars. The thought of it made her fingers twitch.

She saw the neatly folded tissue paper and felt her shoulders tense. She snatched a corner and tugged, revealing a collection of delicate teacups. She slammed the box shut with a resounding thud. That woman!

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