The shovel bit into the earth with a vicious crunch. Dust motes danced in the late afternoon sun, illuminating the fury that simmered within Elias. He'd been searching for a lost dog, a stupid, yappy thing that belonged to the neighbor’s kid. But instead, his spade had struck something hard. A metal box, caked in mud. He tugged it free, his jaw clenched, and wiped the grime away. There, etched into the lid, was his name. But… he had no recollection of burying this.

He ripped the lid off, the metal screaming in protest. Inside, nestled amongst yellowed newspaper clippings and a faded photograph, was a cassette tape. His own handwriting adorned the label, scrawled with a childish flourish: "To Me, From Me." He tossed the tape aside, the anger intensifying. Why couldn’t he remember doing this? Why did everything feel like such a monumental effort lately?

He slammed the box shut, the sudden noise echoing through the quiet street. He grabbed the shovel and heaved it over his shoulder, the muscles in his back tight with tension. He needed to find that damn dog. He needed to fix this feeling.

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