A cold sweat slicked down Daniel’s back as he read the announcement. He'd poured his heart into his art, sacrificing everything for his passion. Now, all that investment seemed like an enormous mistake.

He kicked a discarded paint tube across the floor of his cramped studio apartment, the metal clanging against the bare wood. His stomach churned. The prospect of starting over, of finding another school, another program, another… everything, felt overwhelming.

The phone rang. It was his mother, her voice already laced with concern. He didn’t answer. Instead, he stared at his unfinished canvas, a vibrant cityscape he’d been working on. It now appeared to him like a monument to a lost cause.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224