The envelope felt flimsy in Clara's hand. Inside, a scattering of photographs. Her mother, the woman who'd always claimed she’d been a stay-at-home mom, was laughing with a group of friends, all of them dressed for the theater. The faces were familiar, but the context was utterly alien.

Clara paced the kitchen, her steps erratic. The room felt too small, the walls closing in. She slammed her fist on the counter.

A sob escaped her. She ripped the photos into tiny pieces, the paper fluttering to the floor like fallen confetti. The lie, so carefully constructed, was finally crumbling, and the sensation was almost physically painful.

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