The rusted metal box was unearthed in his backyard, practically glowing in the harsh afternoon light. He’d lived here for twenty years, and the only thing he'd ever buried was a particularly stubborn pet hamster. Now this. He kicked at the dirt, sending a plume of dust into the air, and nearly choked. “What in the world…?” he muttered, the words thick with disbelief. He didn't recognize the handwriting scrawled across the lid: "For the future." He ripped it open, his hands trembling.

Inside, nestled amongst yellowed newspaper clippings and a poorly preserved cassette tape, was a photograph. A photograph of *him*. Younger, yes, but undeniably him, grinning like a fool alongside three strangers. His jaw clenched. He slammed the lid shut, the metallic clang echoing in the suddenly silent yard. Who *were* these people? Why was he complicit?

He dragged the box into his garage, where he furiously rummaged through the contents. A faded T-shirt, a collection of marbles, and a letter addressed to...himself? He crumpled the paper in his fist, his knuckles white. The handwriting was his, too, eerily familiar. "Dear Future Self," it began. He threw it across the room. He felt a sudden, inexplicable urge to destroy the whole thing.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260