The rusted metal box was unearthed with a triumphant grunt. Elias, digging with a shovel borrowed from his neighbor (the one with the perpetually cheerful dog), spat on the dirt. He should have just let the stupid lawn grow weeds. Now he was sweaty, itchy, and this – whatever this was – was going to be another thing to fix. His jaw clenched as he pried the lid open. Inside, a faded photo of a smiling, younger him. He tossed it aside, a dismissive flick of the wrist.

He rummaged through the contents: a worn copy of a book he vaguely recognized, a baseball card, and a letter. He ripped the envelope open, his knuckles white. The loopy handwriting was unfamiliar, but the words… they were a sickening dose of optimism. "Dear Future Self," it began. He crumpled the paper, but the words echoed in his head, a constant, annoying hum. He kicked the time capsule back into the hole, then turned and stomped back toward the house. He imagined the neighbor's dog barking. Good.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262