A tightening in Elias’s chest made him stop mid-stride. He’d been strolling through the park, trying to clear his head, when his foot kicked against something hard. He knelt, dusting off the object. It was a copper cylinder, sealed and heavy. An unsettling emptiness bloomed in his gut. He didn't know how it got there. He didn’t recognize the park's terrain as well, even though he visited it nearly every day.

He pried the lid off, his fingers fumbling with the unfamiliar mechanism. Inside, a collection of objects lay arranged with precise care: a small, smooth stone, a faded concert ticket, and a handwritten letter. The stone felt cold against his skin, a stark contrast to the sudden flush on his cheeks. He picked up the ticket. The band was one he'd never heard of.

The letter was addressed to himself. The handwriting was his, but the words… they were alien. *“Don’t give up, you’ll find your way,”* it read. He reread the words, his throat constricting. His vision blurred, and he felt a desperate urge to run, to escape the creeping sense of unreality.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229