Rain lashed against the window, mirroring the tempest brewing inside Daniel. He ripped the draft letter from the envelope, the paper tearing slightly in his haste. His father, a man he'd always viewed as unflappable, had walked away from his job? The firm that had defined their family, that had provided everything?

A cold wave washed over him. He pictured his father's stoic face, the quiet dignity, the years of quiet compliance. He remembered the sacrifices his father had made for their family. The forgotten hobbies, the missed opportunities. He could almost feel the phantom ache in his father's shoulders, the weight of the decisions.

He hurled the letter across the room. It landed near the fireplace, as far from him as it could get. "What the hell," he growled. He paced the room, his breath catching in ragged gasps. He went to the letter, picked it up, and reread it. He wanted to understand. He had to know.

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