Dust swirled around Marcus as he knelt, staring at the tarnished brass box. He’d been having a hell of a morning, and this just added fuel to the fire. His car had a flat. His coffee had spilled. And now, some random artifact from his own forgotten history. It was all a colossal inconvenience. He felt a familiar clench in his stomach.

He forced the lid open. Inside, nestled among moth-eaten fabric, lay a cassette tape and a handwritten journal. He snatched the journal and flipped it open, the script unfamiliar. A wave of heat washed over him. The audacity! To leave behind such personal things, to intrude on his present.

He tossed the journal aside, the pages scattering across the damp ground. He felt the tremor in his hands as he pushed the lid of the box shut, the metallic clang echoing in the otherwise quiet space. He picked up the box, intending to hurl it as far as he could, then stomped toward the house, each step heavy with the weight of the day and its newest imposition.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296