The tiny microphone felt like a weapon in Amelia’s hand. Her knuckles, white against the plastic, were a clear indication of her current emotional state. The clinking of champagne glasses, the forced laughter, the saccharine speeches – it was all too much. She’d spent the last week helping organize this charade, and the resentment had been brewing like a potent poison.

She stared at her father, beaming, basking in the manufactured affection. He didn't deserve any of this praise. Not after everything.

“So,” she began, her voice tight, “Dad, congratulations.” The words tasted like ash. She ran a hand through her hair, a nervous gesture she hadn't realized she still had.

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