The attic was stifling, the air thick with the smell of dust and decay. David fumbled with the clasp of the album, his hands shaking. He'd always known his parents as quiet, reserved people. The photos showed a different story.

He slammed the album shut, the sound echoing in the confined space. He stumbled backward, knocking over a stack of boxes. He fought to control the shaking in his hands, but it wouldn't stop.

He kicked the trunk, the metal clanging against the wood. The curated narrative of his childhood was crumbling before his eyes, and the sheer audacity of it all was overwhelming.

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